@inproceedings{Abdosalehi2019,
 author = {Abdosalehi, S. and Mahmoodi-Aznaveh, A.},
 title = {Splicing Localization in Tampered Blurred Images},
 booktitle = {Proc. 4th Int. Conf. Pattern Recognition and Image Analysis (IPRIA)},
 year = {2019},
 pages = {46--51}}
 

@incollection{Abhijith2019,
 author = {Abhijith, P. S. and Simon, Philomina},
 title = {Improved Blurred Image Splicing Localization with KNN Matting},
 booktitle = {Integrated Intelligent Computing, Communication and Security},
 publisher = {Springer},
 year = {2019}}
 

@inproceedings{Ahmed2019a,
 author = {Ahmed, F. and Khelifi, F. and Lawgalv, A. and Bouridane, A.},
 title = {Comparative Analysis of a Deep Convolutional Neural Network for Source Camera Identification},
 booktitle = {Proc. Safety and Sustainability (ICGS3) 2019 IEEE 12th Int. Conf. Global Security},
 year = {2019},
 pages = {1--6}}
 

@inproceedings{AlBanna2019,
 author = {Al Banna, M. H. and Ali Haider, M. and Al Nahian, M. J. and Islam, M. M. and Taher, K. A. and Kaiser, M. S.},
 title = {Camera Model Identification using Deep CNN and Transfer Learning Approach},
 booktitle = {Proc. Int. Conf. Robotics,Electrical and Signal Processing Techniques (ICREST)},
 year = {2019},
 pages = {626--630}}
 

@inproceedings{Amato2019,
 author = {Amato, G. and Falchi, F. and Gennaro, C. and Massoli, F. V. and Passalis, N. and Tefas, A. and Trivilini, A. and Vairo, C.},
 title = {Face Verification and Recognition for Digital Forensics and Information Security},
 booktitle = {Proc. 7th Int. Symp. Digital Forensics and Security (ISDFS)},
 year = {2019},
 pages = {1--6}}
 

@article{Amerini2019,
 author = {Amerini, I. and Li, C. and Caldelli, R.},
 title = {Social Network Identification Through Image Classification With CNN},
 journal = {IEEE Access},
 year = {2019},
 volume = {7},
 pages = {35264--35273}}
 

@incollection{Anoop2019,
 author = {Anoop, K. and Gangan, Manjary P. and Deepak, P. and Lajish, V. L.},
 title = {Leveraging Heterogeneous Data for Fake News Detection},
 booktitle = {Linking and Mining Heterogeneous and Multi-view Data},
 publisher = {Springer},
 year = {2019}}
 

@incollection{Apte2019,
 author = {Apte, Manoj and Palshikar, Girish Keshav and Baskaran, Sriram},
 title = {Frauds in Online Social Networks: A Review},
 booktitle = {Social Networks and Surveillance for Society},
 publisher = {Springer},
 year = {2019}}
 

@article{Asghar2019,
 author = {Asghar, Khurshid and Sun, Xianfang and Rosin, Paul L. and Saddique, Mubbashar and Hussain, Muhammad and Habib, Zulfiqar},
 title = {Edge–texture feature-based image forgery detection with cross-dataset evaluation},
 journal = {Machine Vision and Applications},
 publisher = {Springer},
 year = {2019},
 pages = {1}}
 

@article{Bappy2019,
 author = {Bappy, J. H. and Simons, C. and Nataraj, L. and Manjunath, B. S. and Roy-Chowdhury, A. K.},
 title = {Hybrid LSTM and Encoder–Decoder Architecture for Detection of Image Forgeries},
 journal = {IEEE Transactions on Image Processing},
 year = {2019},
 volume = {28},
 number = {7},
 pages = {3286--3300}}
 

@inproceedings{Barni2019,
 author = {Barni, M. and Kallas, K. and Nowroozi, E. and Tondi, B.},
 title = {On the Transferability of Adversarial Examples against CNN-based Image Forensics},
 booktitle = {Proc. Speech and Signal Processing (ICASSP) ICASSP 2019 - 2019 IEEE Int. Conf. Acoustics},
 year = {2019},
 pages = {8286--8290}}
 

@inproceedings{Bartusiak2019,
 author = {Bartusiak, E. R. and Yarlagadda, S. K. and Güera, D. and Bestagini, P. and Tubaro, S. and Zhu, F. M. and Delp, E. J.},
 title = {Splicing Detection and Localization In Satellite Imagery Using Conditional GANs},
 booktitle = {Proc. IEEE Conf. Multimedia Information Processing and Retrieval (MIPR)},
 year = {2019},
 pages = {91--96}}
 

@inproceedings{Behare2019,
 author = {Behare, M. S. and Bhalchandra, A. S. and Kumar, R.},
 title = {Source Camera Identification using Photo Response Noise Uniformity},
 booktitle = {Proc. Communication and Aerospace Technology (ICECA) 2019 3rd Int. conference Electronics},
 year = {2019},
 pages = {731--734}}
 

@incollection{Bolouri2019,
 author = {Bolouri, Kimia and Azmoodeh, Amin and Dehghantanha, Ali and Firouzmand, Mohammad},
 title = {Internet of Things Camera Identification Algorithm Based on Sensor Pattern Noise Using Color Filter Array and Wavelet Transform},
 booktitle = {Handbook of Big Data and IoT Security},
 publisher = {Springer},
 year = {2019}}
 

@article{Bondi2019,
 author = {Bondi, L. and Bestagini, P. and Pérez-González, F. and Tubaro, S.},
 title = {Improving PRNU Compression Through Preprocessing, Quantization, and Coding},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2019},
 volume = {14},
 number = {3},
 pages = {608--620}}
 

@article{Bruni2019,
 author = {Bruni, Vittoria and Salvi, Alessandra and Vitulano, Domenico},
 title = {Joint Correlation Measurements for PRNU-Based Source Identification},
 journal = {Computer Analysis of Images and Patterns},
 publisher = {Springer},
 year = {2019}}
 

@article{Cattaneo2019,
 author = {Cattaneo, Giuseppe and Ferraro Petrillo, Umberto and Abate, Andrea F. and Narducci, Fabio and Barra, Silvio},
 title = {Achieving efficient source camera identification on Hadoop},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 pages = {1}}
 

@inproceedings{Chen2019a,
 author = {Chen, C. and Mccloskey, S. and Yu, J.},
 title = {Analyzing Modern Camera Response Functions},
 booktitle = {Proc. IEEE Winter Conf. Applications of Computer Vision (WACV)},
 year = {2019},
 pages = {1961--1969}}
 

@incollection{Das2019,
 author = {Das, Aswathy M. and Aji, S.},
 title = {A Fast and Efficient Method for Image Splicing Localization Using BM3D Noise Estimation},
 booktitle = {Integrated Intelligent Computing, Communication and Security},
 publisher = {Springer},
 year = {2019}}
 

@article{Debiasi2019a,
 author = {Debiasi, Luca and Damer, Naser and Saladié, Alexandra Moseguí­ and Rathgeb, Christian and Scherhag, Ulrich and Busch, Christoph and Kirchbuchner, Florian and Uhl, Andreas},
 title = {On the Detection of GAN-Based Face Morphs Using Established Morph Detectors},
 journal = {Image Analysis and Processing – ICIAP 2019},
 publisher = {Springer},
 year = {2019}}
 

@inproceedings{Debiasi2019,
 author = {Debiasi, L. and Leitet, E. and Norell, K. and Tachos, T. and Uhl, A.},
 title = {Blind Source Camera Clustering of Criminal Case Data},
 booktitle = {Proc. 7th Int. Workshop Biometrics and Forensics (IWBF)},
 year = {2019},
 pages = {1--6}}
 

@article{Diallo2019,
 author = {Diallo, Boubacar and Urruty, Thierry and Bourdon, Pascal and Fernandez-Maloigne, Christine},
 title = {Improving Robustness of Image Tampering Detection for Compression},
 journal = {MultiMedia Modeling},
 publisher = {Springer},
 year = {2019}}
 

@article{Ding2019a,
 author = {Ding, Feng and Shi, Yuxi and Zhu, Guopu and Shi, Yun-qing},
 title = {Real-time estimation for the parameters of Gaussian filtering via deep learning},
 journal = {Journal of Real-Time Image Processing},
 publisher = {Springer},
 year = {2019},
 pages = {1}}
 

@article{Ding2019,
 author = {Ding, X. and Chen, Y. and Tang, Z. and Huang, Y.},
 title = {Camera Identification Based on Domain Knowledge-Driven Deep Multi-Task Learning},
 journal = {#IEEE_O_ACC#},
 year = {2019},
 volume = {7},
 pages = {25878--25890}}
 

@incollection{Doegar2019,
 author = {Doegar, Amit and Dutta, Maitreyee and Kumar, Gaurav},
 title = {A Review of Passive Image Cloning Detection Approaches},
 booktitle = {Proceedings of 2nd International Conference on Communication, Computing and Networking},
 publisher = {Springer},
 year = {2019}}
 

@article{Elhaminia2019,
 author = {Elhaminia, Behnaz and Harati, Ahad and Taherinia, Amirhossein},
 title = {A probabilistic framework for copy-move forgery detection based on Markov Random Field},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 volume = {78},
 number = {18},
 pages = {25591}}
 

@article{Elsharkawy2019,
 author = {Elsharkawy, Zeinab F. and Abdelwahab, Safey A. S. and Abd El-Samie, Fathi E. and Dessouky, Moawad and Elaraby, Sayed},
 title = {New and efficient blind detection algorithm for digital image forgery using homomorphic image processing},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 volume = {78},
 number = {15},
 pages = {21585}}
 

@article{Gao2019,
 author = {Gao, Hang and Hu, Mengting and Gao, Tiegang and Cheng, Renhong},
 title = {Robust detection of median filtering based on combined features of difference image},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2019},
 volume = {72},
 pages = {126--133}}
 

@inproceedings{Guan2019,
 author = {Guan, H. and Kozak, M. and Robertson, E. and Lee, Y. and Yates, A. N. and Delgado, A. and Zhou, D. and Kheyrkhah, T. and Smith, J. and Fiscus, J.},
 title = {MFC Datasets: Large-Scale Benchmark Datasets for Media Forensic Challenge Evaluation},
 booktitle = {Proc. IEEE Winter Applications of Computer Vision Workshops (WACVW)},
 year = {2019},
 pages = {63--72}}
 

@incollection{Gupta2019,
 author = {Gupta, Mridul and Goyal, Puneet},
 title = {Detecting Image Forgery in Single-Sensor Multispectral Images},
 booktitle = {Soft Computing for Problem Solving},
 publisher = {Springer},
 year = {2019}}
 

@inproceedings{Hadwiger2019,
 author = {Hadwiger, B. and Baracchi, D. and Piva, A. and Riess, C.},
 title = {Towards Learned Color Representations for Image Splicing Detection},
 booktitle = {Proc. Speech and Signal Processing (ICASSP) ICASSP 2019 - 2019 IEEE Int. Conf. Acoustics},
 year = {2019},
 pages = {8281--8285}}
 

@inproceedings{He2019,
 author = {He, P. and Li, H. and Wang, H.},
 title = {Detection of Fake Images Via The Ensemble of Deep Representations from Multi Color Spaces},
 booktitle = {Proc. IEEE Int. Conf. Image Processing (ICIP)},
 year = {2019},
 pages = {2299--2303}}
 

@inproceedings{Hosler2019,
 author = {Hosler, B. and Mayer, O. and Bayar, B. and Zhao, X. and Chen, C. and Shackleford, J. A. and Stamm, M. C.},
 title = {A Video Camera Model Identification System Using Deep Learning and Fusion},
 booktitle = {Proc. Speech and Signal Processing (ICASSP) ICASSP 2019 - 2019 IEEE Int. Conf. Acoustics},
 year = {2019},
 pages = {8271--8275}}
 

@article{Hosler2019a,
 author = {Hosler, B. C. and Zhao, X. and Mayer, O. and Chen, C. and Shackleford, J. A. and Stamm, M. C.},
 title = {The Video Authentication and Camera Identification Database: A New Database for Video Forensics},
 journal = {IEEE Access},
 year = {2019},
 volume = {7},
 pages = {76937--76948}}
 

@article{Hosseini2019,
 author = {Hosseini, M. D. M. and Kirchner, M.},
 title = {Unsupervised Image Manipulation Localization With Non-Binary Label Attribution},
 journal = {IEEE Signal Processing Letters},
 year = {2019},
 volume = {26},
 number = {7},
 pages = {976--980}}
 

@incollection{Jaiswal2019,
 author = {Jaiswal, Ankit Kumar and Srivastava, Rajeev},
 title = {Copy-Move Forgery Detection Using Shift-Invariant SWT and Block Division Mean Features},
 booktitle = {Recent Trends in Communication, Computing, and Electronics},
 publisher = {Springer},
 year = {2019}}
 

@inproceedings{Junior2019,
 author = {Júnior, P. R. M. and Bondi, L. and Bestagini, P. and Rocha, A. and Tubaro, S.},
 title = {A Prnu-Based Method to Expose Video Device Compositions in Open-Set Setups},
 booktitle = {Proc. IEEE Int. Conf. Image Processing (ICIP)},
 year = {2019},
 pages = {96--100}}
 

@article{Junior2019b,
 author = {Júnior, P. R. M. and Bondi, L. and Bestagini, P. and Tubaro, S. and Rocha, A.},
 title = {An In-Depth Study on Open-Set Camera Model Identification},
 journal = {IEEE Access},
 year = {2019},
 pages = {1}}
 

@inproceedings{Kanwal2019,
 author = {Kanwal, N. and Girdhar, A. and Kaur, L. and Bhullar, J. S.},
 title = {Detection of Digital Image Forgery using Fast Fourier Transform and Local Features},
 booktitle = {Proc. Computational and Technology Management (ICACTM) 2019 Int. Conf. Automation},
 year = {2019},
 pages = {262--267}}
 

@inproceedings{Khalaf2019,
 author = {Khalaf, R. S. and Varol, A.},
 title = {Digital Forensics: Focusing on Image Forensics},
 booktitle = {Proc. 7th Int. Symp. Digital Forensics and Security (ISDFS)},
 year = {2019},
 pages = {1--5}}
 

@inproceedings{Kliuiev2019,
 author = {Kliuiev, O. and Mozhaiev, M. and Uhrovetskyi, O. and Mozhaiev, O. and Simakova-Yefremian, E.},
 title = {Method of Forensic Research on Image for Finding Touch up on the Basis of Noise Entropy},
 booktitle = {Proc. 3rd Int. Conf. Advanced Information and Communications Technologies (AICT)},
 year = {2019},
 pages = {76--79}}
 

@incollection{Kumar2019,
 author = {Kumar, Avinash and Prakash, Choudhary Shyam and Maheshkar, Sushila and Maheshkar, Vikas},
 title = {Markov Feature Extraction Using Enhanced Threshold Method for Image Splicing Forgery Detection},
 booktitle = {Smart Innovations in Communication and Computational Sciences},
 publisher = {Springer},
 year = {2019}}
 

@article{Lin2019,
 author = {Lin, Cong and Lu, Wei and Huang, Xinchao and Liu, Ke and Sun, Wei and Lin, Hanhui},
 title = {Region duplication detection based on hybrid feature and evaluative clustering},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 volume = {78},
 number = {15},
 pages = {20739}}
 

@article{Liu2019e,
 author = {Liu, Ke and Lu, Wei and Lin, Cong and Huang, Xinchao and Liu, Xianjin and Yeung, Yuileong and Xue, Yingjie},
 title = {Copy move forgery detection based on keypoint and patch match},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 pages = {1}}
 

@article{Liu2019,
 author = {Liu, X. and Lu, W. and Zhang, Q. and Huang, J. and Shi, Y.},
 title = {Downscaling Factor Estimation on Pre-JPEG Compressed Images},
 journal = {IEEE Transactions on Circuits and Systems for Video Technology},
 year = {2019},
 pages = {1}}
 

@article{Liu2019c,
 author = {Liu, Yong and Wang, Hongxia and Chen, Yi and Wu, Hanzhou and Wang, Huan},
 title = {A passive forensic scheme for copy-move forgery based on superpixel segmentation and K-means clustering},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 pages = {1}}
 

@article{Liu2019a,
 author = {Liu, Y. and Zhu, X. and Zhao, X. and Cao, Y.},
 title = {Adversarial Learning for Constrained Image Splicing Detection and Localization Based on Atrous Convolution},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2019},
 volume = {14},
 number = {10},
 pages = {2551--2566}}
 

@article{Luo2019,
 author = {Luo, S. and Peng, A. and Zeng, H. and Kang, X. and Liu, L.},
 title = {Deep Residual Learning Using Data Augmentation for Median Filtering Forensics of Digital Images},
 journal = {IEEE Access},
 year = {2019},
 volume = {7},
 pages = {80614--80621}}
 

@incollection{Mahale2019,
 author = {Mahale, Vivek and Ali, Mouad M. H. and Yannawar, Pravin L. and Gaikwad, Ashok},
 title = {Analysis of Image Inconsistency Based on Discrete Cosine Transform (DCT)},
 booktitle = {Information and Communication Technology for Intelligent Systems},
 publisher = {Springer},
 year = {2019}}
 

@inproceedings{Marra2019,
 author = {Marra, F. and Gragnaniello, D. and Verdoliva, L. and Poggi, G.},
 title = {Do GANs Leave Artificial Fingerprints?},
 booktitle = {Proc. IEEE Conf. Multimedia Information Processing and Retrieval (MIPR)},
 year = {2019},
 pages = {506--511}}
 

@article{Matern2019,
 author = {Matern, F. and Riess, C. and Stamminger, M.},
 title = {Gradient-Based Illumination Description for Image Forgery Detection},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2019},
 pages = {1}}
 

@article{Matthews2019,
 author = {Matthews, Richard and Sorrel, Matthew and Falkner, Nickolas},
 title = {Determining Image Sensor Temperature Using Dark Current},
 journal = {arXiv},
 year = {2019}}
 

@article{Mayer2019,
 author = {Mayer, O. and Stamm, M. C.},
 title = {Forensic Similarity for Digital Images},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2019},
 pages = {1}}
 

@inproceedings{Mazumdar2019,
 author = {Mazumdar, A. and Bora, P. K.},
 title = {Deep Learning-Based Classification of Illumination Maps for Exposing Face Splicing Forgeries in Images},
 booktitle = {Proc. IEEE Int. Conf. Image Processing (ICIP)},
 year = {2019},
 pages = {116--120}}
 

@incollection{Meena2019,
 author = {Meena, Kunj Bihari and Tyagi, Vipin},
 title = {Methods to Distinguish Photorealistic Computer Generated Images from Photographic Images: A Review},
 booktitle = {Advances in Computing and Data Sciences},
 publisher = {Springer},
 year = {2019}}
 

@article{Meena2019a,
 author = {Meena, Kunj Bihari and Tyagi, Vipin},
 title = {A copy-move image forgery detection technique based on Gaussian-Hermite moments},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 pages = {1}}
 

@article{Mirsky2019,
 author = {Mirsky, Yisroel and Mahler, Tom and Shelef, Ilan and Elovici, Yuval},
 title = {CT-GAN: Malicious Tampering of 3D Medical Imagery using Deep Learning},
 journal = {ArXiv},
 year = {2019}}
 

@article{Mohanty2019,
 author = {Mohanty, M. and Zhang, M. and Asghar, M. R. and Russello, G.},
 title = {e-PRNU: Encrypted Domain PRNU-Based Camera Attribution for Preserving Privacy},
 journal = {#IEEE_J_DSC#},
 year = {2019},
 pages = {1}}
 

@inproceedings{Mohanty2019a,
 author = {Mohanty, M. and Zhang, M. and Russello, G.},
 title = {A Photo Forensics-Based Prototype to Combat Revenge Porn},
 booktitle = {Proc. IEEE Conf. Multimedia Information Processing and Retrieval (MIPR)},
 year = {2019},
 pages = {5--8}}
 

@incollection{MokhtariArdakan2019,
 author = {Mokhtari Ardakan, Mostafa and Yerokh, Masoud and Akhavan Saffar, Mostafa},
 title = {A New Method to Copy-Move Forgery Detection in Digital Images Using Gabor Filter},
 booktitle = {Fundamental Research in Electrical Engineering},
 publisher = {Springer},
 year = {2019}}
 

@inproceedings{Nam2019,
 author = {Nam, S. and Ahn, W. and Mun, S. and Park, J. and Kim, D. and Yu, I. and Lee, H.},
 title = {Content-Aware Image Resizing Detection Using Deep Neural Network},
 booktitle = {Proc. IEEE Int. Conf. Image Processing (ICIP)},
 year = {2019},
 pages = {106--110}}
 

@inproceedings{Nirmala2019,
 author = {Nirmala, G. and Thyagharajan, K. K.},
 title = {A Modern Approach for Image Forgery Detection using BRICH Clustering based on Normalised Mean and Standard Deviation},
 booktitle = {Proc. Int. Conf. Communication and Signal Processing (ICCSP)},
 year = {2019},
 pages = {0441--0444}}
 

@article{Pavlovic2019,
 author = {Pavlović, Aleksandra and Glišović, Natasa and Gavrovska, Ana and Reljin, Irini},
 title = {Copy-move forgery detection based on multifractals},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 volume = {78},
 number = {15},
 pages = {20655}}
 

@inproceedings{Phan2019,
 author = {Phan, Q. and Boato, G. and Caldelli, R. and Amerini, I.},
 title = {Tracking Multiple Image Sharing on Social Networks},
 booktitle = {Proc. Speech and Signal Processing (ICASSP) ICASSP 2019 - 2019 IEEE Int. Conf. Acoustics},
 year = {2019},
 pages = {8266--8270}}
 

@article{Prakash2019,
 author = {Prakash, Choudhary Shyam and Panzade, Prajwal Pralhad and Om, Hari and Maheshkar, Sushila},
 title = {Detection of copy-move forgery using AKAZE and SIFT keypoint extraction},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 volume = {78},
 number = {16},
 pages = {23535}}
 

@article{Rajput2019,
 author = {Rajput, Vishal and Ansari, Irshad Ahmad},
 title = {Image tamper detection and self-recovery using multiple median watermarking},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 pages = {1}}
 

@article{Rhee2019a,
 author = {Rhee, K. H.},
 title = {Improvement Feature Vector: Autoregressive Model of Median Filter Residual},
 journal = {IEEE Access},
 year = {2019},
 volume = {7},
 pages = {77524--77540}}
 

@article{Rouhi2019,
 author = {Rouhi, R. and Bertini, F. and Montesi, D. and Lin, X. and Quan, Y. and Li, C.},
 title = {Hybrid Clustering of Shared Images on Social Networks for Digital Forensics},
 journal = {IEEE Access},
 year = {2019},
 volume = {7},
 pages = {87288--87302}}
 

@inproceedings{Roy2019,
 author = {Roy, P. and Bag, S.},
 title = {Forensic Performance on Handwriting to Identify Forgery Owing to Word Alteration},
 booktitle = {Proc. and Behavior Analysis (ISBA) 2019 IEEE 5th Int. Conf. Identity, Security},
 year = {2019},
 pages = {1--9}}
 

@article{Shan2019,
 author = {Shan, W. and Yi, Y. and Qiu, J. and Yin, A.},
 title = {Robust Median Filtering Forensics Using Image Deblocking and Filtered Residual Fusion},
 journal = {#IEEE_O_ACC#},
 year = {2019},
 volume = {7},
 pages = {17174--17183}}
 

@incollection{Shashidhar2019,
 author = {Shashidhar, T. M. and Ramesh, K. B.},
 title = {FARIP: Framework for Artifact Removal for Image Processing Using JPEG},
 booktitle = {Artificial Intelligence and Algorithms in Intelligent Systems},
 publisher = {Springer},
 year = {2019}}
 

@incollection{Siddiqui2019,
 author = {Siddiqui, Nadia and Moin, Syeda Shira and Islam, Saiful},
 title = {Analysis of Denoising Filters for Source Identification Using PRNU Features},
 booktitle = {Soft Computing and Signal Processing},
 publisher = {Springer},
 year = {2019}}
 

@article{Singh2019,
 author = {Singh, Kulbir and Kansal, Ankush and Singh, Gurinder},
 title = {An improved median filtering anti-forensics with better image quality and forensic undetectability},
 journal = {Multidimensional Systems and Signal Processing},
 publisher = {Springer},
 year = {2019},
 volume = {30},
 number = {4},
 pages = {1951}}
 

@article{Soni2019,
 author = {Soni, Badal and Das, Pradip K. and Thounaojam, Dalton Meitei},
 title = {Geometric transformation invariant block based copy-move forgery detection using fast and efficient hybrid local features},
 journal = {Journal of Information Security and Applications},
 publisher = {Elsevier BV},
 year = {2019},
 volume = {45},
 pages = {44--51}}
 

@incollection{Sridevi2019,
 author = {Sridevi, M. and Aishwarya, S. and Nidheesha, Amedapu and Bokadia, Divyansh},
 title = {Parallel Image Forgery Detection Using FREAK Descriptor},
 booktitle = {Information and Communication Technology for Intelligent Systems},
 publisher = {Springer},
 year = {2019}}
 

@inproceedings{Tambo2019,
 author = {Tambo, A. and Albright, M. and Mccloskey, S.},
 title = {Low-and Semantic-Level Cues for Forensic Splice Detection},
 booktitle = {Proc. IEEE Winter Conf. Applications of Computer Vision (WACV)},
 year = {2019},
 pages = {1664--1672}}
 

@inproceedings{Tambo2019a,
 author = {Tambo, A. and Albright, M. and Mccloskey, S.},
 title = {Low-and Semantic-Level Cues for Forensic Splice Detection},
 booktitle = {Proc. IEEE Winter Conf. Applications of Computer Vision (WACV)},
 year = {2019},
 pages = {1664--1672}}
 

@article{Tariang2019,
 author = {Tariang, D. B. and Chakraborty, R. S. and Naskar, R.},
 title = {A Robust Residual Dense Neural Network For Countering Antiforensic Attack on Median Filtered Images},
 journal = {#IEEE_J_SPL#},
 year = {2019},
 volume = {26},
 number = {8},
 pages = {1132--1136}}
 

@incollection{Tiwari2019,
 author = {Tiwari, Mayank and Gupta, Bhupendra},
 title = {Enhancing Source Camera Identification Using Weighted Nuclear Norm Minimization De-Noising Filter},
 booktitle = {Advances in Computer Communication and Computational Sciences},
 publisher = {Springer},
 year = {2019}}
 

@incollection{Vaishnavi2019,
 author = {Vaishnavi, D. and Balaji, G. N. and Mahalakshmi, D.},
 title = {KAZE Feature Based Passive Image Forgery Detection},
 booktitle = {First International Conference on Artificial Intelligence and Cognitive Computing},
 publisher = {Springer},
 year = {2019}}
 

@article{Vaishnavi2019a,
 author = {Vaishnavi, D. and Subashini, T. S.},
 title = {Application of local invariant symmetry features to detect and localize image copy move forgeries},
 journal = {Journal of Information Security and Applications},
 publisher = {Elsevier BV},
 year = {2019},
 volume = {44},
 pages = {23--31}}
 

@inproceedings{Vasquez2019,
 author = {Vasquez, A. N. and María Ballesteros, D. and Renza, D.},
 title = {Machine learning applied to speaker verification of fake voice recordings},
 booktitle = {Proc. Signal Processing and Artificial Vision (STSIVA) 2019 XXII Symp. Image},
 year = {2019},
 pages = {1--4}}
 

@article{Wang2019,
 author = {Wang, Jinwei and Wu, Guojing and Li, Jian and Jha, Sunil Kr.},
 title = {A new method estimating linear gaussian filter kernel by image PRNU noise},
 journal = {Journal of Information Security and Applications},
 publisher = {Elsevier BV},
 year = {2019},
 volume = {44},
 pages = {1--11}}
 

@article{Warif2019,
 author = {Warif, Nor Bakiah Abd. and Idris, Mohd. Yamani Idna and Wahab, Ainuddin Wahid Abdul and Salleh, Rosli and Ismail, Ahsiah},
 title = {CMF-iteMS: An automatic threshold selection for detection of copy-move forgery},
 journal = {Forensic Science International},
 publisher = {Elsevier BV},
 year = {2019},
 volume = {295},
 pages = {83--99}}
 

@article{Wei2019,
 author = {Wei, Wei and Fan, Xunli and Song, Houbing and Wang, Huihui},
 title = {Video tamper detection based on multi-scale mutual information},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 volume = {78},
 number = {19},
 pages = {27109}}
 

@article{Xiao2019,
 author = {Xiao, Huimei and Lu, Wei and Li, Ruipeng and Zhong, Nan and Yeung, Yuileong and Chen, Junjia and Xue, Fei and Sun, Wei},
 title = {Defocus blur detection based on multiscale SVD fusion in gradient domain},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2019},
 volume = {59},
 pages = {52--61}}
 

@article{Yang2019a,
 author = {Yang, Hong-Ying and Qi, Shu-Ren and Niu, Ying and Niu, Pan-Pan and Wang, Xiang-Yang},
 title = {Copy-move forgery detection based on adaptive keypoints extraction and matching},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 pages = {1}}
 

@inproceedings{Yang2019,
 author = {Yang, X. and Li, Y. and Lyu, S.},
 title = {Exposing Deep Fakes Using Inconsistent Head Poses},
 booktitle = {Proc. Speech and Signal Processing (ICASSP) ICASSP 2019 - 2019 IEEE Int. Conf. Acoustics},
 year = {2019},
 pages = {8261--8265}}
 

@article{Yu2019,
 author = {Yu, L. and Zhang, Y. and Han, H. and Zhang, L. and Wu, F.},
 title = {Robust Median Filtering Forensics by CNN-Based Multiple Residuals Learning},
 journal = {#IEEE_O_ACC#},
 year = {2019},
 volume = {7},
 pages = {120594--120602}}
 

@article{Zhang2019,
 author = {Zhang, Depeng and Wang, Xiaofeng and Zhang, Meng and Hu, Jiaojiao},
 title = {Image splicing localization using noise distribution characteristic},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 volume = {78},
 number = {16},
 pages = {22223}}
 

@article{Zhang2019a,
 author = {Zhang, Weiwei and Tang, Xinhua and Yang, Zhenghong and Niu, Shaozhang},
 title = {Multi-scale segmentation strategies in PRNU-based image tampering localization},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 volume = {78},
 number = {14},
 pages = {20113}}
 

@article{Zhong2019a,
 author = {Zhong, Jun-Liu and Pun, Chi-Man},
 title = {Copy-move forgery detection using adaptive keypoint filtering and iterative region merging},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2019},
 volume = {78},
 number = {18},
 pages = {26313}}
 

@article{Zhong2019,
 author = {Zhong, Z. and Zheng, L. and Zheng, Z. and Li, S. and Yang, Y.},
 title = {CamStyle: A Novel Data Augmentation Method for Person Re-Identification},
 journal = {IEEE Transactions on Image Processing},
 year = {2019},
 volume = {28},
 number = {3},
 pages = {1176--1190}}
 

@inproceedings{Zhuang2019,
 author = {Zhuang, Y. and Hsu, C.},
 title = {Detecting Generated Image Based on a Coupled Network with Two-Step Pairwise Learning},
 booktitle = {Proc. IEEE Int. Conf. Image Processing (ICIP)},
 year = {2019},
 pages = {3212--3216}}
 

@article{Abdel-Basset2018,
 author = {Abdel-Basset, Mohamed and Manogaran, Gunasekaran and Fakhry, Ahmed E. and El-Henawy, Ibrahim},
 title = {2-Levels of clustering strategy to detect and locate copy-move forgery in digital images},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Abidin2018,
 author = {Abidin, Arfa Zainal and Shah, Zuraini Ali and Hasan, Haswadi and Samah, Azurah A. and Majid, Hairudin Abdul},
 title = {Histogram of Orientated Gradient (HOG) Approach in Image Forgery : Image Distorted by Brightness},
 journal = {UTM Computing Proceedings Innovations in Computing Technology and Applications},
 year = {2018},
 volume = {3}}
 

@article{Abrahim2018,
 author = {Abrahim, Araz Rajab and Rahim, Mohd Shafry Mohd and Sulong, Ghazali Bin},
 title = {Splicing image forgery identification based on artificial neural network approach and texture features},
 journal = {Cluster Computing},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Agarwal2018a,
 author = {Agarwal, Akshay and Keshari, Rohit and Wadhwa, Manya and Vijh, Mansi and Parmar, Chandani and Singh, Richa and Vatsa, Mayank},
 title = {Iris Sensor Identification in Multi-camera Environment},
 journal = {Information Fusion},
 publisher = {Elsevier BV},
 year = {2018}}
 

@incollection{Agarwal2018,
 author = {Agarwal, Saurabh and Chand, Satish},
 title = {Image Forgery Detection Using Co-occurrence-Based Texture Operator in Frequency Domain},
 booktitle = {Progress in Intelligent Computing Techniques: Theory, Practice, and Applications},
 publisher = {Springer},
 year = {2018}}
 

@article{Alberry2018,
 author = {Alberry, Hesham Ahmed and Hegazy, Abdelfatah and i Salama, Gouda},
 title = {A Fast SIFT Based Method for Copy Move Forgery Detection},
 journal = {Future Computing and Informatics Journal},
 publisher = {Elsevier BV},
 year = {2018}}
 

@incollection{Allbeson2018,
 author = {Allbeson, Tom and Allan, Stuart},
 title = {The War of Images in the Age of Trump},
 booktitle = {Trump's Media War},
 publisher = {Springer International Publishing},
 year = {2018},
 pages = {69--84}}
 

@article{Allili2018,
 author = {Allili, Mohand Said and Casemajor, Nathalie and Talbi, Aymen},
 title = {Multiple image copy detection and evolution visualisation using tree graphs},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Al-Qershi2018,
 author = {Al-Qershi, Osamah M. and Khoo, Bee Ee},
 title = {Evaluation of copy-move forgery detection: datasets and evaluation metrics},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Al-Qershi2018a,
 author = {Al-Qershi, Osamah M. and Khoo, Bee Ee},
 title = {Enhanced block-based copy-move forgery detection using k-means clustering},
 journal = {Multidimensional Systems and Signal Processing},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@inproceedings{Al-Sanjary2018a,
 author = {Al-Sanjary, O. I. and Ahmed, A. A. and Jaharadak, A. A. B. and Ali, M. A. M. and Zangana, H. M.},
 title = {Detection clone an object movement using an optical flow approach},
 booktitle = {Proc. IEEE Symp. Computer Applications Industrial Electronics (ISCAIE)},
 year = {2018},
 pages = {388--394}}
 

@incollection{Al-Sanjary2018,
 author = {Al-Sanjary, Omar Ismael and Ghazali, Nurulhuda and Ahmed, Ahmed Abdullah and Sulong, Ghazali},
 title = {Semi-automatic Methods in Video Forgery Detection Based on Multi-view Dimension},
 booktitle = {Recent Trends in Information and Communication Technology},
 publisher = {Springer},
 year = {2018}}
 

@inproceedings{Altinisik2018,
 author = {Altinisik, E. and Tasdemir, K. and Sencar, H. T.},
 title = {Extracting Prnu Noise from H.264 Coded Videos},
 booktitle = {Proc. 26th European Signal Processing Conf. (EUSIPCO)},
 year = {2018},
 pages = {1367--1371}}
 

@inproceedings{Annadani2018,
 author = {Annadani, Y. and Jawahar, C. V.},
 title = {Augment and Adapt: A Simple Approach to Image Tampering Detection},
 booktitle = {Proc. 24th Int. Conf. Pattern Recognition (ICPR)},
 year = {2018},
 pages = {2983--2988}}
 

@article{Asiq2018,
 author = {Asiq, M. S. Safna and Emmanuel, W. R. Sam},
 title = {Polyscale gradients residual demosaicking},
 journal = {Journal of King Saud University - Computer and Information Sciences},
 publisher = {Elsevier BV},
 year = {2018}}
 

@inproceedings{Aydin2018,
 author = {Aydin, Y. and Muzaffer, G. and Ulutaç, G.},
 title = {Detection of copy move forgery technique based on SIFT and SURF},
 booktitle = {Proc. 26th Signal Processing and Communications Applications Conf. (SIU)},
 year = {2018},
 pages = {1--4}}
 

@incollection{Azzari2018,
 author = {Azzari, Lucio and Borges, Lucas Rodrigues and Foi, Alessandro},
 title = {Modeling and Estimation of Signal-Dependent and Correlated Noise},
 booktitle = {Denoising of Photographic Images and Video},
 publisher = {Springer},
 year = {2018}}
 

@incollection{Badi2018,
 author = {Badi, Haitham Hasan and Sabbri, Bassam and Ajeel, Fitian},
 title = {Rotation Invariant on Harris Interest Points for Exposing Image Region Duplication Forgery},
 booktitle = {Evolving BCI Therapy - Engaging Brain State Dynamics},
 publisher = {InTech},
 year = {2018}}
 

@inproceedings{Banerjee2018,
 author = {Banerjee, S. and Ross, A.},
 title = {Impact of photometric transformations on PRNU estimation schemes: A case study using near infrared ocular images},
 booktitle = {Proc. Int. Workshop Biometrics and Forensics (IWBF)},
 year = {2018},
 pages = {1--8}}
 

@article{Barni2018,
 author = {Barni, Mauro and Garcia, Hector Santoyo and Tondi, Benedetta},
 title = {An Improved Statistic for the Pooled Triangle Test against PRNU-Copy Attack},
 journal = {ArXiv},
 year = {2018}}
 

@article{Barni2018b,
 author = {Barni, Mauro and Kallas, Kassem and Nowroozi, Ehsan and Tondi, Benedetta},
 title = {On the Transferability of Adversarial Examples Against CNN-Based Image Forensics},
 journal = {arXiv},
 year = {2018}}
 

@article{Barni2018a,
 author = {Barni, M. and Santoyo-García, H. and Tondi, B.},
 title = {An Improved Statistic for the Pooled Triangle Test Against PRNU-Copy Attack},
 journal = {#IEEE_J_SPL#},
 year = {2018},
 volume = {25},
 number = {10},
 pages = {1435--1439}}
 

@article{Basid2018,
 author = {Basid, Atikah Abd and Majid, Hairudin Abdul and Samah, Azurah A.},
 title = {Local Phase Quantization (LPQ) Descriptor Approach in Copy-Move Image Forgery: A Study Case of Blurring},
 journal = {UTM Computing Proceedings Innovations in Computing Technology and Applications},
 year = {2018},
 volume = {3}}
 

@inproceedings{Basker2018,
 author = {Basker, V. R. and Chapaneri, S.},
 title = {Chrominance based Splicing Image Forgery Localization with Relevance Vector Machine},
 booktitle = {Proc. Electronics and Computer Science (SCEECS) 2018 IEEE Int. Students' Conf. Electrical},
 year = {2018},
 pages = {1--6}}
 

@article{Bayar2018,
 author = {Bayar, B. and Stamm, M. C.},
 title = {Constrained Convolutional Neural Networks: A New Approach Towards General Purpose Image Manipulation Detection},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2018},
 volume = {13},
 number = {11},
 pages = {2691--2706}}
 

@inproceedings{Bayar2018a,
 author = {Bayar, B. and Stamm, M. C.},
 title = {Towards Open Set Camera Model Identification Using a Deep Learning Framework},
 booktitle = {Proc. Speech and Signal Processing (ICASSP) 2018 IEEE Int. Conf. Acoustics},
 year = {2018},
 pages = {2007--2011}}
 

@article{BenRabah2018,
 author = {Ben Rabah, Chaima and Coatrieux, Gouenou and Abdelfattah, Riadh},
 title = {Scanner Model Identification of Official Documents Using Noise Parameters Estimation in the Wavelet Domain},
 journal = {Advanced Concepts for Intelligent Vision Systems},
 publisher = {Springer},
 year = {2018}}
 

@incollection{Bhardwaj2018,
 author = {Bhardwaj, Dinesh and Kumawat, Chothmal and Pankajakshan, Vinod},
 title = {A Method for Detecting JPEG Anti-forensics},
 booktitle = {Computer Vision, Pattern Recognition, Image Processing, and Graphics},
 publisher = {Springer},
 year = {2018}}
 

@article{Bhogale2018,
 author = {Bhogale, Kaushal and Shankar, Nishant and Juvekar, Adheesh and Padhi, Asutosh},
 title = {Face Verification and Forgery Detection for Ophthalmic Surgery Images},
 journal = {arXiv},
 year = {2018}}
 

@article{Bi2018,
 author = {Bi, Xiuli and Pun, Chi-Man},
 title = {Fast copy-move forgery detection using local bidirectional coherency error refinement},
 journal = {Pattern Recognition},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {81},
 pages = {161--175}}
 

@article{Bonettini2018,
 author = {Bonettini, Nicolo and Bondi, Luca and Mandelli, ` Sara and Bestagini, Paolo and Tubaro, Stefano and Guera, David and Delp, Edward J.},
 title = {Fooling PRNU-based detectors through convolutional neural networks},
 year = {2018}}
 

@inproceedings{Bonettini2018a,
 author = {Bonettini, N. and Bondi, L. and Mandelli, S. and Bestagini, P. and Tubaro, S. and Güera, D.},
 title = {Fooling PRNU-Based Detectors Through Convolutional Neural Networks},
 booktitle = {Proc. 26th European Signal Processing Conf. (EUSIPCO)},
 year = {2018},
 pages = {957--961}}
 

@inproceedings{Bruno2018,
 author = {Bruno, Andrea and Cattaneo, Giuseppe},
 title = {Effects of H.265 encoding on PNU and source camera identification},
 booktitle = {Proceedings of the 2018 Conference on Research in Adaptive and Convergent Systems - RACS '18},
 publisher = {ACM Press},
 year = {2018}}
 

@article{Cai2018,
 author = {Cai, Xiuxia and Song, Bin},
 title = {Semantic object removal with convolutional neural network feature-based inpainting approach},
 journal = {Multimedia Systems},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@inproceedings{Caldelli2018,
 author = {Caldelli, R. and Amerini, I. and Li, C. T.},
 title = {PRNU-based Image Classification of Origin Social Network with CNN},
 booktitle = {Proc. 26th European Signal Processing Conf. (EUSIPCO)},
 year = {2018},
 pages = {1357--1361}}
 

@article{Carrara2018,
 author = {Carrara, Fabio and Falchi, Fabrizio and Caldelli, Roberto and Amato, Giuseppe and Becarelli, Rudy},
 title = {Adversarial image detection in deep neural networks},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@conference{Cevik2018,
 author = {Çevik, Kerim Kürşat and Berber, Faruk Süleyman and Kucuksille, Ecir Ugur},
 title = {Mapping location of a suspect by using forensic images taken with their own mobile phone},
 booktitle = {Proc of the International Conference on Engineering Technologies (ICENTE'18)},
 year = {2018}}
 

@misc{Chen2018d,
 author = {Chen, B. and Qi, X. and Wang, Y. and Shim, Hjae},
 title = {An Improved Splicing Localization Method by Fully Convolutional Networks},
 year = {2018}}
 

@article{Chen2018g,
 author = {Chen, B. and Qi, X. and Wang, Y. and Zheng, Y. and Shim, H. J. and Shi, Y.},
 title = {An Improved Splicing Localization Method by Fully Convolutional Networks},
 journal = {#IEEE_O_ACC#},
 year = {2018},
 volume = {6},
 pages = {69472--69480}}
 

@article{Chen2018c,
 author = {Chen, B. and Yu, M. and Su, Q. and Shim, H. J. and Shi, Y.},
 title = {Fractional Quaternion Zernike Moments for Robust Color Image Copy-Move Forgery Detection},
 journal = {#IEEE_O_ACC#},
 year = {2018},
 volume = {6},
 pages = {56637--56646}}
 

@inproceedings{Chen2018a,
 author = {Chen, Can and McCloskey, Scott and Yu, Jingyi},
 title = {Focus manipulation detection via photometric histogram analysis},
 booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshops (CVPRW) 2018},
 year = {2018}}
 

@inproceedings{Chen2018b,
 author = {Chen, C. and Zhao, X. and Stamm, M. C.},
 title = {Mislgan: An Anti-Forensic Camera Model Falsification Framework Using A Generative Adversarial Network},
 booktitle = {Proc. 25th IEEE Int. Conf. Image Processing (ICIP)},
 year = {2018},
 pages = {535--539}}
 

@article{Chen2018f,
 author = {Chen, Haipeng and Zhao, Chaoran and Shi, Zenan and Zhu, Fuxiang},
 title = {An Image Splicing Localization Algorithm Based on SLIC and Image Features},
 journal = {Advances in Multimedia Information Processing – PCM 2018},
 publisher = {Springer},
 year = {2018}}
 

@article{Chen2018e,
 author = {Chen, Y. and Zhu, X. and Zheng, W. and Lai, J.},
 title = {Person Re-Identification by Camera Correlation Aware Feature Augmentation},
 journal = {#IEEE_J_PAMI#},
 year = {2018},
 volume = {40},
 number = {2},
 pages = {392--408}}
 

@article{Chen2018,
 author = {Chen, Zhipeng and Tondi, Benedetta and Li, Xiaolong and Ni, Rongrong and Zhao, Yao and Barni, Mauro},
 title = {Secure Detection of Image Manipulation by means of Random Feature Selection},
 journal = {ArXiv},
 year = {2018}}
 

@article{Cheng2018a,
 author = {Cheng, H. and Wei, J. and Lin, C. and Ye, J.},
 title = {Detecting Seam-Carved Image by Extreme Learning Machines Using Patch Analysis Method, Jury Voting, and Combinatorial Fusion},
 journal = {and Cybernetics: Systems IEEE Transactions on Systems, Man},
 year = {2018},
 pages = {1--15}}
 

@article{Cheng2018,
 author = {Cheng, Jiaxin and Wu, Yue and Abd-Almageed, Wael and Natarajan, Prem},
 title = {Image-to-GPS Verification Through A Bottom-Up Pattern Matching Network},
 journal = {arXiv},
 year = {2018}}
 

@incollection{Chou2018,
 author = {Chou, Chao-Lung and Lee, Jen-Chun},
 title = {Copy-Move Forgery Detection Based on Local Gabor Wavelets Patterns},
 booktitle = {Security with Intelligent Computing and Big-data Services},
 publisher = {Springer},
 year = {2018}}
 

@article{Cicconet2018,
 author = {Cicconet, M. and Elliott, H. and Richmond, D. L. and Wainstock, D. and Walsh, M.},
 title = {Image Forensics: Detecting duplication of scientific images with manipulation-invariant image similarity},
 journal = {ArXiv},
 year = {2018}}
 

@inproceedings{Cieslak2018,
 author = {Cieslak, L. Fernandoda Silva and da Costa, K. AugustoPontara and PauloPapa, J.},
 title = {Seam Carving Detection Using Convolutional Neural Networks},
 booktitle = {Proc. IEEE 12th Int. Symp. Applied Computational Intelligence and Informatics (SACI)},
 year = {2018},
 pages = {000195--000200}}
 

@article{Cogranne2018,
 author = {Cogranne, Rémi},
 title = {Determining JPEG Image Standard Quality Factor from the Quantization Tables},
 journal = {ArXiv},
 year = {2018}}
 

@article{Cozzolino2018b,
 author = {Cozzolino, Davide and Thies, Justus and Rössler, Andreas and Riess, Christian and Nießner, Matthias and Verdoliva, Luisa},
 title = {ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection},
 journal = {arXiv},
 year = {2018}}
 

@article{Cozzolino2018,
 author = {Cozzolino, Davide and Verdoliva, Luisa},
 title = {Noiseprint: A CNN-based camera model fingerprint},
 journal = {arXiv},
 year = {2018}}
 

@inproceedings{Cozzolino2018a,
 author = {Cozzolino, D. and Verdoliva, L.},
 title = {Camera-based Image Forgery Localization using Convolutional Neural Networks},
 booktitle = {Proc. 26th European Signal Processing Conf. (EUSIPCO)},
 year = {2018},
 pages = {1372--1376}}
 

@article{Dalmia2018,
 author = {Dalmia, Nandita and Okade, Manish},
 title = {Robust first quantization matrix estimation based on filtering of recompression artifacts for non-aligned double compressed JPEG images},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {61},
 pages = {9--20}}
 

@article{DextquoterightAmiano2018,
 author = {D’Amiano, L. and Cozzolino, D. and Poggi, G. and Verdoliva, L.},
 title = {A PatchMatch-based Dense-field Algorithm for Video Copy-Move Detection and Localization},
 journal = {#IEEE_J_CASVT#},
 year = {2018},
 pages = {1}}
 

@inproceedings{Das2018c,
 author = {Das, T. and Hasan, R. and Azam, M. R. and Uddin, J.},
 title = {A Robust Method for Detecting Copy-Move Image Forgery Using Stationary Wavelet Transform and Scale Invariant Feature Transform},
 booktitle = {Proc. Material and Electronic Engineering (IC4ME2) 2018 Int. Conf. Computer, Communication, Chemical},
 year = {2018},
 pages = {1--4}}
 

@article{Das2018a,
 author = {Das, Tanmoy Kanti},
 title = {Anti-forensics of JPEG compression detection schemes using approximation of DCT coefficients},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Das2018b,
 author = {Das, Tanmoy Kanti},
 title = {Anti-forensics of JPEG compression detection schemes using approximation of DCT coefficients},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@incollection{Das2018,
 author = {Das, Ujjal Kumar and Samaddar, Shefalika Ghosh and Keserwani, Pankaj Kumar},
 title = {Digital Forensic Enabled Image Authentication Using Least Significant Bit (LSB) with Tamper Localization Based Hash Function},
 booktitle = {Intelligent Communication and Computational Technologies},
 publisher = {Springer},
 year = {2018}}
 

@misc{Debiasi2018a,
 author = {Debiasi, Luca and Rathgeb, Christian and Scherhag, Ulrich and Uhl, Andreas and Busch, Christoph},
 title = {PRNU Variance Analysis for Morphed Face Image Detection},
 year = {2018}}
 

@inproceedings{Debiasi2018,
 author = {Debiasi, L. and Scherhag, U. and Rathgeb, C. and Uhl, A. and Busch, C.},
 title = {PRNU-based detection of morphed face images},
 booktitle = {Proc. Int. Workshop Biometrics and Forensics (IWBF)},
 year = {2018},
 pages = {1--7}}
 

@inproceedings{Destruel2018,
 author = {Destruel, C. and Itier, V. and Strauss, O. and Puech, W.},
 title = {Color Noise-Based Feature for Splicing Detection and Localization},
 booktitle = {Proc. IEEE 20th Int. Workshop Multimedia Signal Processing (MMSP)},
 year = {2018},
 pages = {1--6}}
 

@article{Ding2018b,
 author = {Ding, Feng and Shi, Yuxi and Zhu, Guopu and Shi, Yun-Qing},
 title = {Smoothing identification for digital image forensics},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Ding2018,
 author = {Ding, Feng and Zhu, Guopu and Dong, Weiqiang and Shi, Yun-Qing},
 title = {An efficient weak sharpening detection method for image forensics},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {50},
 pages = {93--99}}
 

@article{Ding2018a,
 author = {Ding, Wenjia and Xie, Yi and Wang, Yulin},
 title = {Image authentication and tamper localization based on relative difference between DCT coefficient and its estimated value},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer Nature},
 year = {2018}}
 

@article{Dixit2018,
 author = {Dixit, Rahul and Naskar, Ruchira},
 title = {Region duplication detection in digital images based on Centroid Linkage Clustering of key–points and graph similarity matching},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer Nature America, Inc},
 year = {2018}}
 

@article{Elaskily2018,
 author = {Elaskily, Mohamed A. and Elnemr, Heba A. and Dessouky, Mohamed M. and Faragallah, Osama S.},
 title = {Two stages object recognition based copy-move forgery detection algorithm},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@inproceedings{El-Yamany2018,
 author = {El-Yamany, A. and Fouad, H. and Raffat, Y.},
 title = {A Generic Approach CNN-Based Camera Identification for Manipulated Images},
 booktitle = {Proc. IEEE Int. Conf. Electro/Information Technology (EIT)},
 year = {2018},
 pages = {0165--0169}}
 

@inproceedings{Evdokimova2018,
 author = {Evdokimova, N. I. and Myasnikov, V. V.},
 title = {Detecting forgery in image time series based on anomaly detection},
 booktitle = {Proc. of the IV International Conference on "Information Technology and Nanotechnology" (ITNT-2018)},
 year = {2018}}
 

@article{Fadlil2018,
 author = {Fadlil, Abdul and Riadi, Imam and Sari, Titi},
 title = {Measurement of Copy-Move Forensic Image Similarity Using Distance Function},
 journal = {Advanced Science Letters},
 publisher = {American Scientific Publishers},
 year = {2018},
 volume = {24},
 number = {12},
 pages = {9157--9162}}
 

@article{Fan2018,
 author = {Fan, Linwei and Li, Huiyu and Li, Mengjun and Zhang, Yan and Li, Jinjiang and Zhang, Caiming},
 title = {Photographer trajectory detection from images},
 journal = {Personal and Ubiquitous Computing},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Fan2018a,
 author = {Fan, Wei and Valenzise, Giuseppe and Banterle, Francesco and Dufaux, Frédéric},
 title = {Fine-grained detection of inverse tone mapping in HDR images},
 journal = {Signal Processing},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {152},
 pages = {178--188}}
 

@article{Fernandez2018,
 author = {Fernández, Edgar González and Orozco, Ana Sandoval and Villalba, Luis Garc\ia and Hernandez-Castro, Julio},
 title = {Digital Image Tamper Detection Technique Based on Spectrum Analysis of CFA Artifacts},
 journal = {Sensors},
 publisher = {MDPI AG},
 year = {2018},
 volume = {18},
 number = {9},
 pages = {2804}}
 

@article{Ferrara2018,
 author = {Ferrara, M. and Franco, A. and Maltoni, D.},
 title = {Face Demorphing},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2018},
 volume = {13},
 number = {4},
 pages = {1008--1017}}
 

@inproceedings{Ferrara2018b,
 author = {Ferrara, M. and Franco, A. and Maltoni, D.},
 title = {Face demorphing in the presence of facial appearance variations},
 booktitle = {Proc. 26th European Signal Processing Conf. (EUSIPCO)},
 year = {2018},
 pages = {2365--2369}}
 

@misc{Ferreira2018,
 author = {Ferreira, Alexandre},
 title = {Counteracting the contemporaneous proliferation of digital forgeries and fake news},
 year = {2018}}
 

@inproceedings{Fule2018,
 author = {Fule, N. and Mane, V.},
 title = {Improved Matching Technique in Digital Image Region Duplication},
 booktitle = {Proc. Communication and Aerospace Technology (ICECA) 2018 Second Int. Conf. Electronics},
 year = {2018},
 pages = {427--430}}
 

@article{Gao2018,
 author = {Gao, Hang and Hu, Mengting and Gao, Tiegang and Cheng, Renhong},
 title = {An Effective Image Detection Algorithm for USM Sharpening Based on Pixel-Pair Histogram},
 journal = {Advances in Multimedia Information Processing – PCM 2018},
 publisher = {Springer},
 year = {2018}}
 

@inproceedings{Gavade2018,
 author = {Gavade, J. D. and Chougule, S. R.},
 title = {Passive Blind Forensic Scheme for Copy-Move Temporal Tampering Detection},
 booktitle = {Proc. Int. Conf. On Advances in Communication and Computing Technology (ICACCT)},
 year = {2018},
 pages = {155--160}}
 

@mastersthesis{Geiger2018,
 author = {Geiger, Michael},
 title = {2018 IEEE Signal Processing Cup: Forensic Camera Model Identification Challenge Honors Theses},
 school = {Union College},
 year = {2018}}
 

@article{Ghoneim2018,
 author = {Ghoneim, Ahmed and Muhammad, Ghulam and Amin, Syed Umar and Gupta, Brij},
 title = {Medical Image Forgery Detection for Smart Healthcare},
 journal = {IEEE Communications Magazine},
 publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
 year = {2018},
 volume = {56},
 number = {4},
 pages = {33--37}}
 

@techreport{Gueera2018,
 author = {Güera, David and Wang, Yu and Bondi, Luca and Bestagini, Paolo and Tubaro, Stefano and Delp, Edward. J.},
 title = {Reliability Map Estimation For CNN-Based Camera Model Attribution},
 school = {Purdue University West Lafayette, Indiana},
 year = {2018}}
 

@inproceedings{Guera2018,
 author = {Guera, D. and Zhu, F. and Yarlagadda, S. K. and Tubaro, S. and Bestagini, P. and Delp, E. J.},
 title = {Reliability Map Estimation for CNN-Based Camera Model Attribution},
 booktitle = {Proc. IEEE Winter Conf. Applications of Computer Vision (WACV)},
 year = {2018},
 pages = {964--973}}
 

@inproceedings{Gueera2018a,
 author = {Güera, D. and Zhu, F. and Yarlagadda, S. K. and Tubaro, S. and Bestagini, P. and Delp, E. J.},
 title = {Reliability Map Estimation for CNN-Based Camera Model Attribution},
 booktitle = {Proc. IEEE Winter Conf. Applications of Computer Vision (WACV)},
 year = {2018},
 pages = {964--973}}
 

@article{Guo2018,
 author = {Guo, Yuanfang and Cao, Xiaochun and Zhang, Wei and Wang, Rui},
 title = {Fake Colorized Image Detection},
 journal = {ArXiv},
 year = {2018}}
 

@article{Guo2018a,
 author = {Guo, Y. and Cao, X. and Zhang, W. and Wang, R.},
 title = {Fake Colorized Image Detection},
 journal = {#IEEE_J_IFS#},
 year = {2018},
 volume = {13},
 number = {8},
 pages = {1932--1944}}
 

@article{Gupta2018,
 author = {Gupta, Anil},
 title = {A New Copy Move Forgery Detection Technique using Adaptive over-Segementation and Feature Point Matching},
 journal = {Bulletin of Eletrical Engineering and Informatics},
 year = {2018}}
 

@article{Gupta2018b,
 author = {Gupta, B. and Tiwari, M.},
 title = {Improving Performance of Source-Camera Identification By Suppressing Peaks and Eliminating Low-Frequency Defects of Reference SPN},
 journal = {IEEE Signal Processing Letters},
 year = {2018},
 volume = {25},
 number = {9},
 pages = {1340--1343}}
 

@article{Gupta2018c,
 author = {Gupta, Bhupendra and Tiwari, Mayank},
 title = {An empirical cross-validation of denoising filters for PRNU extraction},
 journal = {Forensic Science International},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {292},
 pages = {110--114}}
 

@article{Gupta2018d,
 author = {Gupta, Bhupendra and Tiwari, Mayank},
 title = {Improving source camera identification performance using DCT based image frequency components dependent sensor pattern noise extraction method},
 journal = {Digital Investigation},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {24},
 pages = {121--127}}
 

@article{Gupta2018a,
 author = {Gupta, S. and Mohan, N.},
 title = {Color Channel Characteristics (CCC) for Efficient Digital Image Forensics},
 journal = {Engineering, Technology & Applied Science Research},
 year = {2018},
 volume = {8},
 number = {1}}
 

@article{Gupta2018e,
 author = {Gupta, Surbhi and Mohan, Neeraj and Sandhu, Parvinder Singh},
 title = {Energy deviation measure: a technique for digital image forensics},
 journal = {International Journal of Electronic Security and Digital Forensics},
 publisher = {Inderscience Publishers},
 year = {2018},
 volume = {10},
 number = {4},
 pages = {401}}
 

@article{Gurunlu2018,
 author = {Gurunlu, Bilgehan and Ozturk, Serkan},
 title = {A Survey on Photo Forgery Detection Methods},
 journal = {ITM Web of Conferences},
 publisher = {EDP Sciences},
 year = {2018},
 volume = {22},
 pages = {01055}}
 

@incollection{Hajihashemi2018,
 author = {Hajihashemi, V. and Gharahbagh, A. Alavi},
 title = {A Fast, Block Based, Copy-Move Forgery Detection Approach Using Image Gradient and Modified K-Means},
 booktitle = {Intelligent Systems Technologies and Applications},
 publisher = {Springer},
 year = {2018}}
 

@article{Han2018a,
 author = {Han, Jong Goo and Park, Tae Hee and Moon, Yong Ho and Eom, Il Kyu},
 title = {Quantization-based Markov feature extraction method for image splicing detection},
 journal = {Machine Vision and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Han2018,
 author = {Han, Rong and Ke, Yongzhen and Du, Ling and Qin, Fan and Guo, Jing},
 title = {Exploring the location of object deleted by seam-carving},
 journal = {Expert Systems with Applications},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {95},
 pages = {162--171}}
 

@article{He2018,
 author = {He, Ming},
 title = {Distinguish computer generated and digital images: A CNN solution},
 journal = {Concurrency and Computation: Practice and Experience},
 publisher = {Wiley},
 year = {2018},
 pages = {e4788}}
 

@article{Heller2018,
 author = {Heller, Silvan and Rossetto, Luca and Schuldt, Heiko},
 title = {The PS-Battles Dataset - an Image Collection for Image Manipulation Detection},
 journal = {arXiv},
 year = {2018}}
 

@article{Hilal2018,
 author = {Hilal, Alaa and Chantaf, Samer},
 title = {Uncovering copy–move traces using principal component analysis, discrete cosine transform and Gabor filter},
 journal = {Analog Integrated Circuits and Signal Processing},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Hossain2018,
 author = {Hossain, M. Shamim and Muhammad, Ghulam and AL Qurishi, Muhammad},
 title = {Verifying the Images Authenticity in Cognitive Internet of Things (CIoT)-Oriented Cyber Physical System},
 journal = {Mobile Networks and Applications},
 publisher = {Springer},
 year = {2018},
 volume = {23},
 number = {2},
 pages = {239}}
 

@article{Hou2018,
 author = {Hou, Jong-Uk and Jang, Han-Ul and Park, Jin-Seok and Lee, Heung-Kyu},
 title = {Exposing Digital Forgeries by Detecting a Contextual Violation Using Deep Neural Networks},
 journal = {Information Security Applications},
 publisher = {Springer},
 year = {2018}}
 

@article{Hsu2018,
 author = {Hsu, Chih-Chung and Lee, Chia-Yen and Zhuang, Yi-Xiu},
 title = {Learning to Detect Fake Face Images in the Wild},
 journal = {arXiv},
 year = {2018}}
 

@inproceedings{Hu2018,
 author = {Hu, Z. and Wu, H. and Liao, S. and Hu, H. and Liu, S. and Li, B.},
 title = {Person Re-Identification with Hybrid Loss and Hard Triplets Mining},
 booktitle = {Proc. IEEE Fourth Int. Conf. Multimedia Big Data (BigMM)},
 year = {2018},
 pages = {1--5}}
 

@inproceedings{Huang2018a,
 author = {Huang, N. and He, J. and Zhu, N.},
 title = {A Novel Method for Detecting Image Forgery Based on Convolutional Neural Network},
 booktitle = {Proc. Security And Privacy In Computing And Communications/ 12th IEEE Int 2018 17th IEEE Int. Conf. On Trust Conf. On Big Data Science And Engineering (TrustCom/BigDataSE)},
 year = {2018},
 pages = {1702--1705}}
 

@article{Huang2018b,
 author = {Huang, Na and He, Jingsha and Zhu, Nafei and Xuan, Xinggang and Liu, Gongzheng and Chang, Chengyue},
 title = {Identification of the source camera of images based on convolutional neural network},
 journal = {Digital Investigation},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {26},
 pages = {72--80}}
 

@article{Huang2018,
 author = {Huang, Y. and Cao, L. and Zhang, J. and Pan, L. and Liu, Y.},
 title = {Exploring feature coupling and model coupling for image source identification},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2018},
 volume = {13},
 number = {12},
 pages = {3108--3121}}
 

@article{Huh2018,
 author = {Huh, Minyoung and Liu, Andrew and Owens, Andrew and Efros, Alexei A.},
 title = {Fighting Fake News: Image Splice Detection via Learned Self-Consistency},
 journal = {ArXiv},
 year = {2018}}
 

@article{Iakovidou2018,
 author = {Iakovidou, Chryssanthi and Zampoglou, Markos and Papadopoulos, Symeon and Kompatsiaris, Yiannis},
 title = {Content-aware detection of JPEG grid inconsistencies for intuitive image forensics},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {54},
 pages = {155--170}}
 

@article{Islam2018,
 author = {Islam, Mohammad Manzurul and Kamruzzaman, Joarder and Karmakar, Gour and Murshed, Manzur and Kahandawa, Gayan},
 title = {Passive Detection of Splicing and Copy-Move Attacks in Image Forgery},
 journal = {Neural Information Processing},
 publisher = {Springer},
 year = {2018}}
 

@article{Izham2018,
 author = {Izham, Nur Shafiqah Ahmad and Samah, Azurah Binti A. and Majid, H. B. A.},
 title = {Moment Invariant-Based Approach On Distorted Copy-Move Image Forgery By Colored Reduction},
 journal = {UTM Computing Proceedings Innovations in Computing Technology and Applications},
 year = {2018},
 volume = {3}}
 

@article{Jain2018,
 author = {Jain, Neelesh Kumar and Rathore, Neeraj Kumar and Mishra, Amit},
 title = {An Efficient Image Forgery Detection Using Biorthogonal Wavelet Transform and Improved Relevance Vector Machine},
 journal = {Wireless Personal Communications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@incollection{Jalab2018,
 author = {Jalab, Hamid A. and Hasan, Ali M. and Moghaddasi, Zahra and Wakaf, Zouhir},
 title = {Image Splicing Detection Using Electromagnetism-Like Based Descriptor},
 booktitle = {Proceedings of SAI Intelligent Systems Conference (IntelliSys) 2016},
 publisher = {Springer},
 year = {2018}}
 

@inproceedings{Jayan2018,
 author = {Jayan, T. J. and Sethu, P. Sajith},
 title = {Estimation of Spliced Images in Photographs},
 booktitle = {Proc. 2nd Int. Conf. Trends in Electronics and Informatics (ICOEI)},
 year = {2018},
 pages = {248--252}}
 

@article{Jeon2018,
 author = {Jeon, Jong Ju and Eom, Il Kyu},
 title = {Wavelet-based color modification detection based on variance ratio},
 journal = {EURASIP Journal on Image and Video Processing},
 publisher = {Springer},
 year = {2018},
 volume = {2018},
 number = {1},
 pages = {1}}
 

@article{Jeyalakshmi12018,
 author = {Jeyalakshmi, A. and Chitra, Dr. D. Ramya},
 title = {Source Camera Identification using Image Features},
 journal = {International Journal of Applied Engineering Research},
 year = {2018},
 volume = {13},
 number = {1},
 pages = {490--504}}
 

@inproceedings{Jeyalakshmi2018,
 author = {Jeyalakshmi, A. and Chitra, D. R.},
 title = {Comparative study of feature extraction using several wavelet transforms for source camera identification},
 booktitle = {Proc. 2nd Int. Conf. Inventive Systems and Control (ICISC)},
 year = {2018},
 pages = {1407--1414}}
 

@article{Jia2018,
 author = {Jia, S. and Xu, Z. and Wang, H. and Feng, C. and Wang, T.},
 title = {Coarse-to-Fine Copy-Move Forgery Detection for Video Forensics},
 journal = {#IEEE_O_ACC#},
 year = {2018},
 volume = {6},
 pages = {25323--25335}}
 

@article{Jin2018,
 author = {Jin, Xiao and Su, Yuting and Zou, Liang and Zhang, Chengqian and Jing, Peiguang and Song, Xuemeng},
 title = {Video logo removal detection based on sparse representation},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@incollection{Joshi2018,
 author = {Joshi, Sharad and Gupta, Gaurav and Khanna, Nitin},
 title = {Source Classification Using Document Images from Smartphones and Flatbed Scanners},
 booktitle = {Communications in Computer and Information Science},
 publisher = {Springer Singapore},
 year = {2018},
 pages = {281--292}}
 

@incollection{Karthik2018,
 author = {Karthik, Kannan and Malik, Parveen},
 title = {Purple Fringing Aberration Detection Based on Content-Adaptable Thresholds},
 booktitle = {Proceedings of First International Conference on Smart System, Innovations and Computing},
 publisher = {Springer},
 year = {2018}}
 

@inproceedings{Kaur2018,
 author = {Kaur, A. and Walia, S. and Kumar, K.},
 title = {Comparative Analysis of Different Keypoint Based Copy-Move Forgery Detection Methods},
 booktitle = {Proc. Eleventh Int. Conf. Contemporary Computing (IC3)},
 year = {2018},
 pages = {1--5}}
 

@article{Khan2018d,
 author = {Khan, A. and Rehman, S. and Waleed, M. and Khan, A. and Khan, U. and Kamal, T. and Afridi, S. K. and Marwat, S. N. K.},
 title = {Forensic Video Analysis: Passive Tracking System for Automated Person of Interest (POI) Localization},
 journal = {#IEEE_O_ACC#},
 year = {2018},
 volume = {6},
 pages = {43392--43403}}
 

@inproceedings{Khan2018b,
 author = {Khan, M. J. and Yousaf, A. and Khurshid, K. and Abbas, A. and Shafait, F.},
 title = {Automated Forgery Detection in Multispectral Document Images Using Fuzzy Clustering},
 booktitle = {Proc. 13th IAPR Int. Workshop Document Analysis Systems (DAS)},
 year = {2018},
 pages = {393--398}}
 

@article{Khan2018,
 author = {Khan, Rashid Masood and Iqbal, Waseem and Amjad, Muhammad Faisal and Abbas, Haider and Afzal, Hammad and Rauf, Abdul and Pasha, Maruf},
 title = {Forensic investigation to detect forgeries in ASF files of contemporary IP cameras},
 journal = {The Journal of Supercomputing},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@inproceedings{Khan2018a,
 author = {Khan, U. A. and Kaloi, M. A. and Shaikh, Z. A. and Arain, A. A.},
 title = {A Hybrid Technique for Copy-Move Image Forgery Detection},
 booktitle = {Proc. 3rd Int. Conf. Computer and Communication Systems (ICCCS)},
 year = {2018},
 pages = {212--216}}
 

@article{Kim2018,
 author = {Kim, D. and Jang, H. U. and Mun, S. M. and Choi, S. and Lee, H. K.},
 title = {Median Filtered Image Restoration and Anti-Forensics Using Adversarial Networks},
 journal = {IEEE Signal Processing Letters},
 year = {2018},
 volume = {25},
 number = {2},
 pages = {278--282}}
 

@article{Korus2018a,
 author = {Korus, Pawel},
 title = {Large-Scale and Fine-Grained Evaluation of Popular JPEG Forgery Localization Schemes},
 journal = {arXiv},
 year = {2018}}
 

@article{Korus2018,
 author = {Korus, Pawel and Memon, Nasir},
 title = {Content Authentication for Neural Imaging Pipelines: End-to-end Optimization of Photo Provenance in Complex Distribution Channels},
 journal = {arXiv},
 year = {2018}}
 

@incollection{Kumar2018,
 author = {Kumar, Manoj and Srivastava, Sangeet},
 title = {Image Tampering Detection Based on Inherent Lighting Fingerprints},
 booktitle = {Computational Vision and Bio Inspired Computing},
 publisher = {Springer},
 year = {2018}}
 

@article{Kumar2018a,
 author = {Kumar, Manoj and Srivastava, Sangeet},
 title = {Image authentication by assessing manipulations using illumination},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Kuzin2018,
 author = {Kuzin, Artur and Fattakhov, Artur and Kibardin, Ilya and Iglovikov, Vladimir and Dautov, Ruslan},
 title = {Camera Model Identification Using Convolutional Neural Networks},
 journal = {arXiv},
 year = {2018}}
 

@article{Kuznetsov2018,
 author = {Kuznetsov, Andrey and Myasnikov, Vladislav},
 title = {Satellite Image Forgery Detection Based on Buildings Shadows Analysis},
 journal = {Analysis of Images, Social Networks and Texts},
 publisher = {Springer},
 year = {2018}}
 

@article{Kyrkou2018,
 author = {Kyrkou, C. and Christoforou, E. G. and Timotheou, S. and Theocharides, T. and Panayiotou, C. and Polycarpou, M.},
 title = {Optimizing the Detection Performance of Smart Camera Networks Through a Probabilistic Image-Based Model},
 journal = {#IEEE_J_CASVT#},
 year = {2018},
 volume = {28},
 number = {5},
 pages = {1197--1211}}
 

@inproceedings{Law2018,
 author = {Law, S. and Law, N.},
 title = {PRNU-based source identification for network video surveillance system},
 booktitle = {Proc. IEEE Int. Conf. Consumer Electronics (ICCE)},
 year = {2018},
 pages = {1--2}}
 

@article{Li2018b,
 author = {Li, Jixian and Lu, Wei and Weng, Jian and Mao, Yijun and Li, Guoqiang},
 title = {Double JPEG compression detection based on block statistics},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Li2018,
 author = {Li, Ruizhe and Li, Chang-Tsun and Guan, Yu},
 title = {Inference of a compact representation of sensor fingerprint for source camera identification},
 journal = {Pattern Recognition},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {74},
 pages = {556--567}}
 

@article{Li2018f,
 author = {Li, Wenjie and Ni, Rongrong and Li, Xiaolong and Zhao, Yao},
 title = {Robust median filtering detection based on the difference of frequency residuals},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Li2018d,
 author = {Li, Xiaopeng and Qu, Xianshan and Xu, Wenyuan and Wang, Song and Tong, Yan and Luo, Lannan},
 title = {Validating the Contextual Information of Outdoor Images for Photo Misuse Detection},
 journal = {arXiv},
 year = {2018}}
 

@article{Li2018a,
 author = {Li, Yabin and Wang, Bo and Chong, Kun and Guo, Yanqing},
 title = {Complexity Based Sample Selection for Camera Source Identification},
 journal = {Machine Learning and Intelligent Communications},
 publisher = {Springer},
 year = {2018}}
 

@article{Li2018c,
 author = {Li, Y. and Zhou, J.},
 title = {Fast and Effective Image Copy-Move Forgery Detection via Hierarchical Feature Point Matching},
 journal = {#IEEE_J_IFS#},
 year = {2018},
 pages = {1}}
 

@article{Lin2018c,
 author = {Lin, Cong and Lu, Wei and Huang, Xinchao and Liu, Ke and Sun, Wei and Lin, Hanhui and Tan, Zhiyuan},
 title = {Copy-move forgery detection using combined features and transitive matching},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@inproceedings{Lin2018b,
 author = {Lin, L. and Chen, W. and Wang, Y. and Reinder, S. and Guan, Y. and Newman, J. and Wu, M.},
 title = {The Impact of Exposure Settings in Digital Image Forensics},
 booktitle = {Proc. 25th IEEE Int. Conf. Image Processing (ICIP)},
 year = {2018},
 pages = {540--544}}
 

@incollection{Lin2018d,
 author = {Lin, Xiaodong},
 title = {Image Forgery Detection},
 booktitle = {Introductory Computer Forensics},
 publisher = {Springer},
 year = {2018}}
 

@article{Lin2018a,
 author = {Lin, Xiaodan and Kang, Xiangui},
 title = {Robust Electric Network Frequency Estimation with Rank Reduction and Linear Prediction},
 journal = {ACM Trans. Multimedia Comput. Commun. Appl.},
 publisher = {ACM},
 year = {2018},
 volume = {14},
 number = {4},
 pages = {84:1--84:13}}
 

@article{Lin2018,
 author = {Lin, Xiang and Li, Jian-Hua and Wang, Shi-Lin and Liew, Alan-Wee-Chung and Cheng, Feng and Huang, Xiao-Sa},
 title = {Recent Advances in Passive Digital Image Security Forensics: A Brief Review},
 journal = {Engineering},
 publisher = {Elsevier BV},
 year = {2018}}
 

@article{Liu2018,
 author = {Liu, Bo and Pun, Chi-Man},
 title = {Locating splicing forgery by fully convolutional networks and conditional random field},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2018}}
 

@article{Liu2018b,
 author = {Liu, Q.},
 title = {An Improved Approach to Exposing JPEG Seam Carving under Recompression},
 journal = {#IEEE_J_CASVT#},
 year = {2018},
 pages = {1}}
 

@article{Liu2018a,
 author = {Liu, Xianjin and Lu, Wei and Huang, Tao and Liu, Hongmei and Xue, Yingjie and Yeung, Yuileong},
 title = {Scaling factor estimation on JPEG compressed images by cyclostationarity analysis},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Long2018,
 author = {Long, Chengjiang and Basharat, Arslan and Hoogs, Anthony},
 title = {A Coarse-to-fine Deep Convolutional Neural Network Framework for Frame Duplication Detection and Localization in Video Forgery},
 journal = {arXiv},
 year = {2018}}
 

@article{Lopez2018,
 author = {Lopez, Fernando and Valent\in, Luis and Mendivil, Ínigo Sarr\ia Mart\inez},
 title = { Detecting Image Brush Editing Using the Discarded Coefficients and Intentions },
 journal = {International Journal of Interactive Multimedia and Artificial Intelligence},
 publisher = {IMAI Software - International Journal of Interactive Multimedia and Artificial Intelligence},
 year = {2018},
 volume = {InPress},
 number = {InPress},
 pages = {1}}
 

@article{Mahmood2018,
 author = {Mahmood, Toqeer and Mehmood, Zahid and Shah, Mohsin and Saba, Tanzila},
 title = {A robust technique for copy-move forgery detection and localization in digital images via stationary wavelet and discrete cosine transform},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {53},
 pages = {202--214}}
 

@conference{Maigrot2018,
 author = {Maigrot, Cédric and Claveau, Vincent and Kijak, Ewa},
 title = {Fusion-based multimodal detection of hoaxes in social networks},
 booktitle = {WI 2018 - Web Intelligence Chile IEEE/WIC/ACM International Conference on Web Intelligence, Dec 2018, Santiago, Chile.},
 journal = {WI 2018 - Web Intelligence Chile IEEE/WIC/ACM International Conference on Web Intelligence, Dec 2018, Santiago, Chile.},
 year = {2018}}
 

@inproceedings{Maigrot2018a,
 author = {Maigrot, C. and Kijak, E. and Claveau, V.},
 title = {Context-Aware Forgery Localization in Social-Media Images: A Feature-Based Approach Evaluation},
 booktitle = {Proc. 25th IEEE Int. Conf. Image Processing (ICIP)},
 year = {2018},
 pages = {545--549}}
 

@inproceedings{Mandelli2018a,
 author = {Mandelli, S. and Bestagini, P. and Tubaro, S. and Cozzolino, D. and Verdoliva, L.},
 title = {Blind Detection and Localization of Video Temporal Splicing Exploiting Sensor-Based Footprints},
 booktitle = {Proc. 26th European Signal Processing Conf. (EUSIPCO)},
 year = {2018},
 pages = {1362--1366}}
 

@article{Mandelli2018b,
 author = {Mandelli, Sara and Bestagini, Paolo and Verdoliva, Luisa and Tubaro, Stefano},
 title = {Facing Device Attribution Problem for Stabilized Video Sequences},
 journal = {arXiv},
 year = {2018}}
 

@inproceedings{Mandelli2018,
 author = {Mandelli, S. and Bonettini, N. and Bestagini, P. and Lipari, V. and Tubaro, S.},
 title = {Multiple JPEG Compression Detection Through Task-Driven Non-Negative Matrix Factorization},
 booktitle = {Proc. Speech and Signal Processing (ICASSP) 2018 IEEE Int. Conf. Acoustics},
 year = {2018},
 pages = {2106--2110}}
 

@article{Manu2018,
 author = {Manu, V. T. and Mehtre, B. M.},
 title = {Tamper Detection of Social Media Images using Quality Artifacts and Texture Features},
 journal = {Forensic Science International},
 publisher = {Elsevier BV},
 year = {2018}}
 

@article{Marra2018,
 author = {Marra, F. and Gragnaniello, D. and Verdoliva, L.},
 title = {On the vulnerability of deep learning to adversarial attacks for camera model identification},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {65},
 pages = {240--248}}
 

@inproceedings{Mascicpinto2018,
 author = {Mascicpinto, M. and Perez-Gonzalez, F.},
 title = {Putting the PRNU Model in Reverse Gear: Findings with Synthetic Signals},
 booktitle = {Proc. 26th European Signal Processing Conf. (EUSIPCO)},
 year = {2018},
 pages = {1352--1356}}
 

@article{Masciopinto2018,
 author = {Masciopinto, Miguel and Perez-González, Fernando},
 title = {Putting the PRNU Model in Reverse Gear: Findings with Synthetic Signals},
 journal = {-},
 year = {2018}}
 

@article{Mayer2018b,
 author = {Mayer, Owen and Bayar, Belhassen and Stamm, Matthew C.},
 title = {Learning Unified Deep-Features for Multiple Forensic Tasks},
 journal = {Proceedings of the 6th ACM Workshop on Information Hiding and Multimedia Security - IHMMSec '18},
 year = {2018}}
 

@article{Mayer2018,
 author = {Mayer, O. and Stamm, M. C.},
 title = {Accurate and Efficient Image Forgery Detection Using Lateral Chromatic Aberration},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2018},
 volume = {PP},
 number = {99},
 pages = {1}}
 

@inproceedings{Mayer2018a,
 author = {Mayer, Owen and Stamm, Mathew C.},
 title = {Learned Forensic Source Similarity for Unknown Camera Models},
 booktitle = {Proc of the SIGPORT 2018},
 year = {2018}}
 

@inproceedings{Mayer2018c,
 author = {Mayer, O. and Stamm, M. C.},
 title = {Learned Forensic Source Similarity for Unknown Camera Models},
 booktitle = {Proc. Speech and Signal Processing (ICASSP) 2018 IEEE Int. Conf. Acoustics},
 year = {2018},
 pages = {2012--2016}}
 

@article{Mazumdar2018,
 author = {Mazumdar, Aniruddha and Singh, Jaya and Tomar, Yosha Singh and Bora, Prabin Kumar},
 title = {Universal Image Manipulation Detection using Deep Siamese Convolutional Neural Network},
 journal = {arXiv},
 year = {2018}}
 

@article{McKeown2018,
 author = {McKeown, Sean and Russell, Gordon and Leimich, Petra},
 title = {Fingerprinting JPEGs With Optimised Huffman Tables},
 journal = {The Journal of Digital Forensics, Security and Law},
 publisher = {Embry-Riddle Aeronautical University/Hunt Library},
 year = {2018}}
 

@article{Mehrish2018,
 author = {Mehrish, Ambuj and Subramanyam, A. V. and Emmanuel, Sabu},
 title = {Robust PRNU estimation from probabilistic raw measurements},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {66},
 pages = {30--41}}
 

@article{Mehta2018,
 author = {Mehta, Rachna and Agarwal, Navneet},
 title = {Splicing Detection for Combined DCT, DWT and Spatial Markov-Features Using Ensemble Classifier},
 journal = {Procedia Computer Science},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {132},
 pages = {1695--1705}}
 

@article{Middleton2018,
 author = {Middleton, Stuart E. and Papadopoulos, Symeon and Kompatsiaris, Yiannis},
 title = {Social Computing for Verifying Social Media Content in Breaking News},
 journal = {IEEE Internet Computing},
 publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
 year = {2018},
 volume = {22},
 number = {2},
 pages = {83--89}}
 

@article{Mire2018,
 author = {Mire, Archana V. and Dhok, Sanjay B. and Mistry, N. J. and Porey, Prakash D.},
 title = {Automated approach for splicing detection using first digit probability distribution features},
 journal = {EURASIP Journal on Image and Video Processing},
 publisher = {Springer},
 year = {2018},
 volume = {2018},
 number = {1},
 pages = {1}}
 

@article{Moghaddasi2018,
 author = {Moghaddasi, Zahra and Jalab, Hamid A. and Noor, Rafidah Md.},
 title = {Image splicing forgery detection based on low-dimensional singular value decomposition of discrete cosine transform coefficients},
 journal = {Neural Computing and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Mohammed2018,
 author = {Mohammed, Tajuddin Manhar and Bunk, Jason and Nataraj, Lakshmanan and Bappy, Jawadul H. and Flenner, Arjuna and Manjunath, B. S. and Chandrasekaran, Shivkumar and Roy-Chowdhury, Amit K. and Peterson, Lawrence},
 title = {Boosting Image Forgery Detection using Resampling Detection and Copy-move analysis},
 journal = {ArXiv},
 year = {2018}}
 

@inproceedings{Mohanty2018,
 author = {Mohanty, M. and Zhang, M. and Asghar, M. R. and Russello, G.},
 title = {PANDORA: Preserving Privacy in PRNU-Based Source Camera Attribution},
 booktitle = {Proc. Security And Privacy In Computing And Communications/ 12th IEEE Int 2018 17th IEEE Int. Conf. On Trust Conf. On Big Data Science And Engineering (TrustCom/BigDataSE)},
 year = {2018},
 pages = {1202--1207}}
 

@article{Moreira2018,
 author = {Moreira, Daniel and Bharati, Aparna and Brogan, Joel and Pinto, Allan and Parowski, Michael and Bowyer, Kevin W. and Flynn, Patrick J. and Rocha, Anderson and Scheirer, Walter J.},
 title = {Image Provenance Analysis at Scale},
 journal = {ArXiv},
 year = {2018}}
 

@inproceedings{Moreira2018a,
 author = {Moreira, D. C. and Fechine, J. M.},
 title = {A Machine Learning-based Forensic Discriminator of Pornographic and Bikini Images},
 booktitle = {Proc. Int. Joint Conf. Neural Networks (IJCNN)},
 year = {2018},
 pages = {1--8}}
 

@article{Morinaga2018,
 author = {Morinaga, Atsushi and Hara, Kenji and Inoue, Kohei and Urahama, Kiichi},
 title = {Classification between natural and graphics images based on generalized Gaussian distributions},
 journal = {Information Processing Letters},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {138},
 pages = {31--34}}
 

@inproceedings{Mumcu2018,
 author = {Mumcu, A. and Savran, I.},
 title = {Copy move forgery detection with using FAST key points and SIFT description vectors},
 booktitle = {Proc. 26th Signal Processing and Communications Applications Conf. (SIU)},
 year = {2018},
 pages = {1--4}}
 

@article{Mushtaq2018,
 author = {Mushtaq, Saba and Mir, Ajaz Hussain},
 title = {Copy-Move Detection Using Gray Level Run Length Matrix Features},
 journal = {Optical and Wireless Technologies},
 publisher = {Springer},
 year = {2018}}
 

@inproceedings{Muzaffer2018,
 author = {Muzaffer, G. and Erdöl, E. S. and Ulutaş, G.},
 title = {A copy-move forgery detection approach based on local intensity order pattern and patchmatch},
 booktitle = {Proc. 26th Signal Processing and Communications Applications Conf. (SIU)},
 year = {2018},
 pages = {1--4}}
 

@article{Nasiri2018,
 author = {Nasiri, Morteza and Behrad, Alireza},
 title = {Exposing forgeries in soccer images using geometric clues},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Nasiri2018a,
 author = {Nasiri, Morteza and Behrad, Alireza},
 title = {Using Expectation-Maximization for Exposing Image Forgeries by Revealing Inconsistencies in Shadow Geometry},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2018}}
 

@inproceedings{Nikoukhah2018a,
 author = {Nikoukhah, T. and von Gioi, R. Grompone and Colom, M. and Morel, J.},
 title = {Automatic JPEG Grid Detection with Controlled False Alarms, and Its Image Forensic Applications},
 booktitle = {Proc. IEEE Conf. Multimedia Information Processing and Retrieval (MIPR)},
 year = {2018},
 pages = {378--383}}
 

@electronic{Nikoukhah2018,
 author = {Nikoukhah, Tina and von Gioi, Rafael Grompone and Colom, Miguel and Morel, Jean-Michel},
 title = {Automatic JPEG grid detection with controlled false alarms, and its image forensic applications},
 year = {2018}}
 

@inproceedings{Nixon2018,
 author = {Nixon, Kent W. and Mao, Jiachen and Shen, Juncheng and Yang, Huanrui and Li, Hai (Helen) and Chen, Yiran},
 title = {SPN dash},
 booktitle = {Proceedings of the International Conference on Computer-Aided Design - ICCAD '18},
 publisher = {ACM Press},
 year = {2018}}
 

@article{Niyishaka2018,
 author = {Niyishaka, Patrick and Bhagvati, Chakravarthy},
 title = {Digital Image Forensics Technique for Copy-Move Forgery Detection Using DoG and ORB},
 journal = {Computer Vision and Graphics},
 publisher = {Springer},
 year = {2018}}
 

@article{Novozamsky2018,
 author = {Novozámský, Adam and Šorel, Michal},
 title = {Detection of copy-move image modification using JPEG compression model},
 journal = {Forensic Science International},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {283},
 pages = {47--57}}
 

@article{Ojeniyi2018,
 author = {Ojeniyi, Joseph A. and Adedayo, Bolaji O. and Ismaila, Idris and Shafi'i, Abdulhamid M.},
 title = {Hybridized Technique for Copy-Move Forgery Detection Using Discrete Cosine Transform and Speeded-Up Robust Feature Techniques},
 journal = {International Journal of Image, Graphics and Signal Processing},
 publisher = {MECS Publisher},
 year = {2018},
 volume = {10},
 number = {4},
 pages = {22--30}}
 

@article{Oyiza2018,
 author = {Oyiza, Abdulraheem Hassanat and Maarof, Mohd Aizaini},
 title = {An Improved DCT Block Based Technique for Copy-Move Forgery Detection in Medical Images},
 journal = {International Journal of Innovative Computing},
 year = {2018}}
 

@incollection{Panda2018,
 author = {Panda, Santoshini and Mishra, Minati},
 title = {Passive Techniques of Digital Image Forgery Detection: Developments and Challenges},
 booktitle = {Advances in Electronics, Communication and Computing},
 publisher = {Springer},
 year = {2018}}
 

@article{Parashar2018,
 author = {Parashar, Amrita and Upadhyay, Arvind Kumar and Gupta, Kamlesh},
 title = {An effectual classification approach to detect copy-move forgery using support vector machines},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@inproceedings{Parvez2018,
 author = {Parvez, H. M. S. and Sadeghi, S. and Jalab, H. A. and Al-Shamasneh, A. R. and Uliyan, D. M.},
 title = {Copy-move Image Forgery Detection Based on Gabor Descriptors and K-Means Clustering},
 booktitle = {Proc. Int. Conf. Smart Computing and Electronic Enterprise (ICSCEE)},
 year = {2018},
 pages = {1--6}}
 

@article{Peng2018,
 author = {Peng, B. and Wang, W. and Dong, J. and Tan, T.},
 title = {Image Forensics Based on Planar Contact Constraints of 3D Objects},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2018},
 volume = {13},
 number = {2},
 pages = {377--392}}
 

@article{Peng2018a,
 author = {Peng, Fei and Zhang, Le-bing and Long, Min},
 title = {FD-GAN: Face-demorphing generative adversarial network for restoring accomplice's facial image},
 journal = {arXiv},
 year = {2018}}
 

@article{Pham2018,
 author = {Pham, Nam Thanh and Lee, Jong-Weon and Kwon, Goo-Rak and Park, Chun-Su},
 title = {Efficient image splicing detection algorithm based on markov features},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Phan2018,
 author = {Phan, Quoc-Tin and Boato, Giulia and Natale, Francesco G. B. De},
 title = {Accurate and Scalable Image Clustering Based On Sparse Representation of Camera Fingerprint},
 journal = {arXiv},
 year = {2018}}
 

@inproceedings{Pomari2018,
 author = {Pomari, T. and Ruppert, G. and Rezende, E. and Rocha, A. and Carvalho, T.},
 title = {Image Splicing Detection Through Illumination Inconsistencies and Deep Learning},
 booktitle = {Proc. 25th IEEE Int. Conf. Image Processing (ICIP)},
 year = {2018},
 pages = {3788--3792}}
 

@article{Prakash2018,
 author = {Prakash, Choudhary Shyam and Kumar, Avinash and Maheshkar, Sushila and Maheshkar, Vikas},
 title = {An integrated method of copy-move and splicing for image forgery detection},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Prakash2018a,
 author = {Prakash, Choudhary Shyam and Om, Hari and Maheshkar, Sushila and Maheshkar, Vikas},
 title = {Keypoint-based passive method for image manipulation detection},
 journal = {Cogent Engineering},
 publisher = {Cogent OA},
 year = {2018},
 volume = {5},
 number = {1},
 pages = {1--19}}
 

@inproceedings{Privman-Horesh2018,
 author = {Privman-Horesh, Noa and Haider, Azmi and Hel-Or, Hagit},
 title = {Forgery detection in 3D-sensor images},
 booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshops (CVPRW) 2018},
 year = {2018}}
 

@article{Qiao2018,
 author = {Qiao, T. and Shi, R. and Luo, X. and Xu, M. and Zheng, N. and Wu, Y.},
 title = {Statistical Model-based Detector via Texture Weight Map: Application in Re-sampling Authentication},
 journal = {IEEE Transactions on Multimedia},
 year = {2018},
 pages = {1}}
 

@article{Quan2018,
 author = {Quan, W. and Wang, K. and Yan, D. M. and Zhang, X.},
 title = {Distinguishing Between Natural and Computer-Generated Images Using Convolutional Neural Networks},
 journal = {#IEEE_J_IFS#},
 year = {2018},
 volume = {13},
 number = {11},
 pages = {2772--2787}}
 

@incollection{RajaMani2018,
 author = {Raja Mani, P. and Lalitha Bhaskari, D.},
 title = {A Prototype for Image Tamper Detection with Self-generated Verification Code Using Gödelization},
 booktitle = {Smart Computing and Informatics},
 publisher = {Springer},
 year = {2018}}
 

@article{Raju2018,
 author = {Raju, Priya Mariam and Nair, Madhu S.},
 title = {Copy-move forgery detection using binary discriminant features},
 journal = {Journal of King Saud University - Computer and Information Sciences},
 publisher = {Elsevier BV},
 year = {2018}}
 

@article{Ramakrishnan2018,
 author = {Ramakrishnan, S. and Nithya, S.},
 title = {Two improved extension of local binary pattern descriptors using wavelet transform for texture classification},
 journal = {IET Image Proc},
 year = {2018},
 volume = {12},
 number = {11},
 pages = {2002--2010}}
 

@inproceedings{Ranjan2018,
 author = {Ranjan, S. and Garhwal, P. and Arora, M. and Mehra, A.},
 title = {Image Processing based forensic investigation of morphed documents},
 booktitle = {Proc. Communication and Aerospace Technology (ICECA) 2018 Second Int. Conf. Electronics},
 year = {2018},
 pages = {1384--1389}}
 

@article{Roessler2018,
 author = {Rössler, Andreas and Cozzolino, Davide and Verdoliva, Luisa and Riess, Christian and Thies, Justus and Nießner, Matthias},
 title = {FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces},
 journal = {arXiv},
 year = {2018}}
 

@inproceedings{Roy2018,
 author = {Roy, Aniket and Tariang, Diangarti Bhalang and Chakraborty, Rajat Subhra and Naskar, Ruchira},
 title = {Discrete cosine transform residual feature based filtering forgery and splicing detection in JPEG images},
 booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshops (CVPRW) 2018},
 year = {2018}}
 

@article{Saini2018,
 author = {Saini, Komal and Kaur, Shabman Preet},
 title = {Examination of digitally manipulated documents using matlab 7.10.0 and adobe photoshop 7.0},
 journal = {Problems of Forensic Sciences},
 year = {2018}}
 

@article{Salleh2018,
 author = {Salleh, Siti Fadzlun Md and Rohani, Mohd Foad and Maarof, Mohd Aizaini Maarof},
 title = {Solving Time Complexity Issue in Copy-Move Forgery Detection Thru Pre-processing Techniques},
 journal = {International Journal of Innovative Computing},
 publisher = {Penerbit UTM Press},
 year = {2018},
 volume = {8},
 number = {3}}
 

@article{Salloum2018,
 author = {Salloum, Ronald and Ren, Yuzhuo and Kuo, C.-C. Jay},
 title = {Image Splicing Localization using a Multi-task Fully Convolutional Network (MFCN)},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {51},
 pages = {201--209}}
 

@inproceedings{Samcovic2018,
 author = {Samčović, Andreja},
 title = {A Survey on Blind Digital Photographs Forensics Based on Image Analysis},
 booktitle = {Proc of the SIGNAL 2018 : The Third International Conference on Advances in Signal, Image and Video Processing},
 year = {2018}}
 

@article{Sameer2018a,
 author = {Sameer, Venkata Udaya and Dali, Ishaan and Naskar, Ruchira},
 title = {A Deep Learning Based Digital Forensic Solution to Blind Source Identification of Facebook Images},
 journal = {Information Systems Security},
 publisher = {Springer},
 year = {2018}}
 

@article{Sameer2018,
 author = {Sameer, Venkata Udaya and Naskar, Ruchira},
 title = {Universal Wavelet Relative Distortion: A New Counter–Forensic Attack on Photo Response Non-Uniformity Based Source Camera Identification},
 journal = {Information Security Practice and Experience},
 publisher = {Springer},
 year = {2018}}
 

@incollection{Schaefer2018,
 author = {Schaefer, Gerald},
 title = {UCID-RAW – A Colour Image Database in Raw Format},
 booktitle = {VipIMAGE 2017},
 publisher = {Springer},
 year = {2018}}
 

@article{Scherhag2018,
 author = {Scherhag, Ulrich and Budhrani, Dhanesh and Gomez-Barrero, Marta and Busch, Christoph},
 title = {Detecting Morphed Face Images Using Facial Landmarks},
 journal = {Image and Signal Processing},
 publisher = {Springer},
 year = {2018}}
 

@phdthesis{Schetinger2018,
 author = {Schetinger, Victor Chitolina},
 title = {Beyond Digital, Images, and Forensics: Towards a Regulation of Trust in Multimedia Communication},
 school = {Universidade Federal Do Rio Grande Do Sul Instituto De Informática Programa De Pós-graduação Em Computação},
 year = {2018}}
 

@article{Schoettle2018,
 author = {Schöttle, Pascal and Schlögl, Alexander and Pasquini, Cecilia and Böhme, Rainer},
 title = {Detecting Adversarial Examples - A Lesson from Multimedia Forensics},
 journal = {arXiv},
 year = {2018}}
 

@article{Setumin2018,
 author = {Setumin, S. and Suandi, S. A.},
 title = {Difference of Gaussian Oriented Gradient Histogram for Face Sketch to Photo Matching},
 journal = {#IEEE_O_ACC#},
 year = {2018},
 volume = {6},
 pages = {39344--39352}}
 

@inproceedings{Shah2018,
 author = {Shah, A. and El-Alfy, E.},
 title = {Image Splicing Forgery Detection Using DCT Coefficients with Multi-Scale LBP},
 booktitle = {Proc. Int. Conf. Computing Sciences and Engineering (ICCSE)},
 year = {2018},
 pages = {1--6}}
 

@article{Shaya2018,
 author = {Shaya, Omar and Yang, Pengpeng and Ni, Rongrong and Zhao, Yao and Piva, Alessandro},
 title = {A New Dataset for Source Identification of High Dynamic Range Images},
 journal = {Sensors},
 publisher = {MDPI AG},
 year = {2018},
 volume = {18},
 number = {11},
 pages = {3801}}
 

@article{Shen2018,
 author = {Shen, Cuihua and Kasra, Mona and Pan, Wenjing and Bassett, Grace A. and Malloch, Yining and O'Brien, James F.},
 title = {Fake images: The effects of source, intermediary, and digital media literacy on contextual assessment of image credibility online},
 journal = {New Media & Society},
 publisher = {SAGE Publications},
 year = {2018},
 pages = {146144481879952}}
 

@incollection{Sheng2018,
 author = {Sheng, Hongda and Shen, Xuanjing and Shi, Zenan},
 title = {Image Splicing Detection Based on the Q-Markov Features},
 booktitle = {Advances in Multimedia Information Processing – PCM 2018},
 publisher = {Springer International Publishing},
 year = {2018},
 pages = {453--464}}
 

@article{Shi2018,
 author = {Shi, Z. and Shen, X. and Kang, H. and Lv, Y.},
 title = {Image Manipulation Detection and Localization Based on the Dual-Domain Convolutional Neural Networks},
 journal = {IEEE Access},
 year = {2018},
 pages = {1}}
 

@incollection{ShyamPrakash2018,
 author = {Shyam Prakash, Choudhary and Maheshkar, Sushila and Maheshkar, Vikas},
 title = {Image Manipulation Detection Using Harris Corner and ANMS},
 booktitle = {Advances in Machine Learning and Data Science},
 publisher = {Springer},
 year = {2018}}
 

@article{Singh2018a,
 author = {Singh, Amneet and Singh, Gurinder and Singh, Kulbir},
 title = {A Markov based image forgery detection approach by analyzing CFA artifacts},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Singh2018c,
 author = {Singh, G. and Singh, K.},
 title = {Counter JPEG anti-forensic approach based on the second-order statistical analysis},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2018},
 pages = {1}}
 

@article{Singh2018,
 author = {Singh, Neetu and Gupta, Abhinav and Jain, Roop Chand},
 title = {Adaptive Histogram Equalization Based Image Forensics Using Statistics of DC DCT Coefficients},
 journal = {Advances in Electrical and Electronic Engineering},
 publisher = {VSB Technical University of Ostrava, Faculty of Electrical Engineering and Computer Sciences},
 year = {2018},
 volume = {16},
 number = {1}}
 

@article{Singh2018d,
 author = {Singh, Prabhash Kumar and Jana, Biswapati and Jana, Sharmistha Halder},
 title = {Copy Move Forgery Detection through Graph Neighborhood Degree},
 journal = {International Journal of Applied Engineering Research},
 year = {2018}}
 

@article{Singh2018b,
 author = {Singh, Raahat Devender and Aggarwal, Naveen},
 title = {Video content authentication techniques: a comprehensive survey},
 journal = {Multimedia Systems},
 publisher = {Springer},
 year = {2018},
 volume = {24},
 number = {2},
 pages = {211}}
 

@inproceedings{Soni2018c,
 author = {Soni, B. and Biswas, D.},
 title = {Image Forensic using Block-based Copy-move Forgery Detection},
 booktitle = {Proc. 5th Int. Conf. Signal Processing and Integrated Networks (SPIN)},
 year = {2018},
 pages = {888--893}}
 

@article{Soni2018,
 author = {Soni, B. and Das, P. K. and Thounaojam, D. M.},
 title = {CMFD: a detailed review of block based and key feature based techniques in image copy-move forgery detection},
 journal = {IET Image Proc},
 year = {2018},
 volume = {12},
 number = {2},
 pages = {167--178}}
 

@inproceedings{Soni2018a,
 author = {Soni, Badal and Das, Pradip K. and Thounaojam, Dalton Meitei},
 title = {multiCMFD: : fast and efficient system for multiple copy-move forgeries detection in image},
 booktitle = {Proceedings of the 2018 International Conference on Image and Graphics Processing - ICIGP 2018},
 publisher = {ACM Press},
 year = {2018}}
 

@article{Soni2018b,
 author = {Soni, Badal and Das, Pradip K. and Thounaojam, Dalton Meitei},
 title = {An Efficient Block Phase Correlation Approach for CMFD System},
 journal = {Progress in Computing, Analytics and Networking},
 publisher = {Springer},
 year = {2018}}
 

@article{Soni2018e,
 author = {Soni, B. and Das, P. K. and Thounaojam, D. M.},
 title = {Keypoints based enhanced multiple copy-move forgeries detection system using density-based spatial clustering of application with noise clustering algorithm},
 journal = {IET Image Proc},
 year = {2018},
 volume = {12},
 number = {11},
 pages = {2092--2099}}
 

@inproceedings{Soni2018f,
 author = {Soni, B. and Das, P. K. and Thounaojam, D. Meitei},
 title = {Improved Block-based Technique using SURF and FAST Keypoints Matching for Copy-Move Attack Detection},
 booktitle = {Proc. 5th Int. Conf. Signal Processing and Integrated Networks (SPIN)},
 year = {2018},
 pages = {197--202}}
 

@inproceedings{Sridevi2018,
 author = {Sridevi, T. and Krishna, B. R.},
 title = {A Novel Approach for Detection of Copy-Move Forgery Detection using Transform Domain},
 booktitle = {Proc. Second Int. Conf. Inventive Communication and Computational Technologies (ICICCT)},
 year = {2018},
 pages = {1727--1731}}
 

@article{Stamm2018,
 author = {Stamm, M. and Bestagini, P. and Marcenaro, L. and Campisi, P.},
 title = {Forensic Camera Model Identification: Highlights from the IEEE Signal Processing Cup 2018 Student Competition [SP Competitions]},
 journal = {IEEE Signal Processing Magazine},
 year = {2018},
 volume = {35},
 number = {5},
 pages = {168--174}}
 

@article{Stanislaus2018,
 author = {Stanislaus, Abner and Majid, Hairudin Abdul and Samah, Azurah A.},
 title = {Binary Discrete Cosine Transform Approach In Copy-Move Image Forgery: A Case Study Of Colour Contrast Adjustment},
 journal = {UTM Computing Proceedings Innovations in Computing Technology and Applications},
 year = {2018},
 volume = {3}}
 

@article{Sun2018a,
 author = {Sun, Jee-Young and Kim, Seung-Wook and Lee, Sang-Won and Ko, Sung-Jea},
 title = {A novel contrast enhancement forensics based on convolutional neural networks},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2018}}
 

@article{Sun2018b,
 author = {Sun, Peng and Lang, Yubo and Fan, Shu and Shen, Zhe and Liu, Lei and Shan, Daguo and Peng, Silong},
 title = {Exposing splicing forgery based on color temperature estimation},
 journal = {Forensic Science International},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {289},
 pages = {1--11}}
 

@article{Sun2018,
 author = {Sun, Yu and Ni, Rongrong and Zhao, Yao},
 title = {Nonoverlapping Blocks Based Copy-Move Forgery Detection},
 journal = {Security and Communication Networks},
 publisher = {Hindawi Limited},
 year = {2018},
 volume = {2018},
 pages = {1--11}}
 

@article{Taimori2018,
 author = {Taimori, Ali and Marvasti, Farokh},
 title = {Forensic Discrimination between Traditional and Compressive Imaging Systems},
 journal = {arXiv},
 year = {2018}}
 

@article{Tang2018,
 author = {Tang, Hongshen and Ni, Rongrong and Zhao, Yao and Li, Xiaolong},
 title = {Median Filtering Detection of Small-Size Image based on CNN},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2018}}
 

@inproceedings{Tang2018a,
 author = {Tang, X. and Zhang, W.},
 title = {A Novel Decision Fusion Method for Image Forgery Localization},
 booktitle = {Proc. 37th Chinese Control Conf. (CCC)},
 year = {2018},
 pages = {9337--9342}}
 

@inproceedings{Tariq2018,
 author = {Tariq, Shahroz and Lee, Sangyup and Kim, Hoyoung and Shin, Youjin and Woo, Simon S.},
 title = {Detecting Both Machine and Human Created Fake Face Images In the Wild},
 booktitle = {Proceedings of the 2nd International Workshop on Multimedia Privacy and Security - MPS '18},
 publisher = {ACM Press},
 year = {2018}}
 

@inproceedings{Teerakanok2018,
 author = {Teerakanok, S. and Uehara, T.},
 title = {Copy-move Forgery Detection Using GLCM-Based Rotation-Invariant Feature: A Preliminary Research},
 booktitle = {Proc. IEEE 42nd Annual Computer Software and Applications Conf. (COMPSAC)},
 year = {2018},
 volume = {02},
 pages = {365--369}}
 

@article{Teerakanok2018a,
 author = {Teerakanok, Songpon and Uehara, Tetsutaro},
 title = {Enhancement of Media Splicing Detection: A General Framework},
 journal = {The Journal of Digital Forensics, Security and Law},
 publisher = {Embry-Riddle Aeronautical University/Hunt Library},
 year = {2018}}
 

@article{Tejas2018,
 author = {Tejas, K. and Swathi, C. and Rajesh Kumar, M.},
 title = {Copy Move Forgery using Hus Invariant Moments and Log Polar Transformations},
 journal = {arXiv},
 year = {2018}}
 

@article{Thakur2018,
 author = {Thakur, Abhishek and Jindal, Neeru},
 title = {Image forensics using color illumination, block and key point based approach},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@incollection{Thekkekoodathil2018,
 author = {Thekkekoodathil, Vijith T. K. and Vijayaragavan, Pramod K.},
 title = {A Model of Legal and Procedural Framework for Cybercrime Investigation in India Using Digital Image Forensics},
 booktitle = {International Conference on Intelligent Computing and Applications},
 publisher = {Springer},
 year = {2018}}
 

@article{Tiwari2018,
 author = {Tiwari, Mayank and Gupta, Bhupendra},
 title = {Image features dependant correlation-weighting function for efficient PRNU based source camera identification},
 journal = {Forensic Science International},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {285},
 pages = {111--120}}
 

@article{Tsai2018,
 author = {Tsai, Min-Jen and Yuadi, Imam},
 title = {Digital forensics of microscopic images for printed source identification},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 volume = {77},
 number = {7},
 pages = {8729}}
 

@article{Turajlic2018,
 author = {Turajlic, E.},
 title = {Adaptive SVD Domain Based White Gaussian Noise Level Estimation in Images},
 journal = {IEEE Access},
 year = {2018},
 pages = {1}}
 

@article{Valsesia2018,
 author = {Valsesia, D. and Coluccia, G. and Bianchi, T. and Magli, E.},
 title = {ToothPic: camera-based image retrieval on large scales},
 journal = {#IEEE_M_MM#},
 year = {2018},
 pages = {1}}
 

@inproceedings{Varlamova2018,
 author = {Varlamova, A. A. and Kuznetsov, A. V.},
 title = {CFA Artifacts Analysis for Image Splicing Detection},
 booktitle = {Proc of the IV International Conference on "Information Technology and Nanotechnology" (ITNT-2018)},
 journal = {Proc of the IV International Conference on "Information Technology and Nanotechnology" (ITNT-2018)},
 year = {2018}}
 

@article{Vega2018,
 author = {Vega, Esteban Armas and Orozco, Ana Sandoval and Villalba, Luis Garc\ia and Hernandez-Castro, Julio},
 title = {Digital Images Authentication Technique Based on DWT, DCT and Local Binary Patterns},
 journal = {Sensors},
 publisher = {MDPI AG},
 year = {2018},
 volume = {18},
 number = {10},
 pages = {3372}}
 

@article{Venkata2018,
 author = {Venkata, Udaya Sameer and Naskar, Ruchira},
 title = {Eliminating the effects of illumination condition in feature based camera model identification},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {52},
 pages = {24--32}}
 

@inproceedings{Verde2018,
 author = {Verde, S. and Bondi, L. and Bestagini, P. and Milani, S. and Calvagno, G. and Tubaro, S.},
 title = {Video Codec Forensics Based on Convolutional Neural Networks},
 booktitle = {Proc. 25th IEEE Int. Conf. Image Processing (ICIP)},
 year = {2018},
 pages = {530--534}}
 

@inbook{Verma2018,
 author = {Verma, Hemant K. and Verma, Vinay and Khanna, Nitin},
 title = {Mathematical Models for Digital Imaging and their Applications in Digital Image Forensics},
 journal = {Mathematics Applied in Information Systems},
 publisher = {Bentham Science Publishers},
 year = {2018},
 volume = {2},
 pages = {72--107}}
 

@incollection{Vidyadharan2018,
 author = {Vidyadharan, Divya S. and Thampi, Sabu M.},
 title = {Illuminant Color Inconsistency as a Powerful Clue for Detecting Digital Image Forgery: A Survey},
 booktitle = {Intelligent Systems Technologies and Applications},
 publisher = {Springer},
 year = {2018}}
 

@article{Vidyadharan2018a,
 author = {Vidyadharan, Divya S. and Thampi, Sabu M.},
 title = {Evaluating color and texture features for forgery localization from illuminant maps},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@inproceedings{Wahid2018,
 author = {Wahid, Muneeza and Ahmad, Nasir and Zafar, Muhammad Haseeb and Khan, Sahib},
 title = {On combining MD5 for image authentication using LSB substitution in selected pixels},
 booktitle = {2018 International Conference on Engineering and Emerging Technologies (ICEET)},
 publisher = {IEEE},
 year = {2018}}
 

@inproceedings{Waleed2018,
 author = {Waleed, J. and Abdullah, D. A. and Khudhur, M. H.},
 title = {Comprehensive Display of Digital Image Copy-Move Forensics Techniques},
 booktitle = {Proc. Int. Conf. Engineering Technology and their Applications (IICETA)},
 year = {2018},
 pages = {155--160}}
 

@article{Walia2018,
 author = {Walia, Savita and Kumar, Krishan},
 title = {An Eagle-Eye View of Recent Digital Image Forgery Detection Methods},
 journal = {Smart and Innovative Trends in Next Generation Computing Technologies},
 publisher = {Springer},
 year = {2018}}
 

@article{Wang2018i,
 author = {Wang, Bo and Yin, Jianfeng and Tan, Shunquan and Li, Yabin and Li, Ming},
 title = {Source camera model identification based on convolutional neural networks with local binary patterns coding},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {68},
 pages = {162--168}}
 

@article{Wang2018h,
 author = {Wang, Bo and Zhong, Kun and Li, Ming},
 title = {Ensemble classifier based source camera identification using fusion features},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer Nature America, Inc},
 year = {2018}}
 

@article{Wang2018g,
 author = {Wang, Chengyou and Zhang, Zhi and Zhou, Xiao},
 title = {An Image Copy-Move Forgery Detection Scheme Based on A-KAZE and SURF Features},
 journal = {sysmmetry},
 year = {2018}}
 

@article{Wang2018,
 author = {Wang, Dong-ping and Gao, Tiegang and Yang, Fusheng},
 title = {A forensic algorithm against median filtering based on coefficients of image blocks in frequency domain},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Wang2018d,
 author = {Wang, Ping and Liu, Fenlin and Yang, Chunfang and Luo, Xiangyang},
 title = {Blind forensics of image gamma transformation and its application in splicing detection},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {55},
 pages = {80--90}}
 

@mastersthesis{Wang2018b,
 author = {Wang, Xiangwen},
 title = {Photo-based vendor re-identification on darknet marketplaces using deep neural networks},
 school = {Virginia Polytechnic Institute and State University},
 year = {2018}}
 

@article{Wang2018a,
 author = {Wang, Xiangwen and Peng, Peng and Wang, Chun and Wang, Gang},
 title = {You Are Your Photographs: Detecting Multiple Identities of Vendors in the Darknet Marketplaces},
 journal = {Proceedings of The ACM Asia Conference on Computer and Communications Security (ASIACCS)},
 year = {2018}}
 

@article{Wang2018c,
 author = {Wang, Xiang-Yang and Jiao, Li-Xian and Wang, Xue-Bing and Yang, Hong-Ying and Niu, Pan-Pan},
 title = {A new keypoint-based copy-move forgery detection for color image},
 journal = {Applied Intelligence},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Wang2018f,
 author = {Wang, Xiang-yang and Jiao, Li-xian and Wang, Xue-bing and Yang, Hong-ying and Niu, Pan-pan},
 title = {Copy-move forgery detection based on compact color content descriptor and Delaunay triangle matching},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Wang2018e,
 author = {Wang, Yitian and Kamata, Sei-ichiro},
 title = {Copy Move Image Forgery Detection Based on Polar Fourier Representation},
 journal = {International Journal of Machine Learning and Computing},
 year = {2018},
 volume = {8},
 number = {2}}
 

@article{Wary2018,
 author = {Wary, Alongbar and Neelima, Arambam},
 title = {A review on robust video copy detection},
 journal = {International Journal of Multimedia Information Retrieval},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Wei2018,
 author = {Wei, Jyh-Da and Cheng, Hui-Jun and Chang, Che-Wen},
 title = {Hopfield network-based approach to detect seam-carved images and identify tampered regions},
 journal = {Neural Computing and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Werkhoven2018,
 author = {van Werkhoven, B. and Hijma, P. and Jacobs, C. J. H. and Maassen, J. and Geradts, Z. J. M. H. and Bal, H. E.},
 title = {A Jungle Computing approach to common image source identification in large collections of images},
 journal = {Digital Investigation},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {27},
 pages = {3--16}}
 

@article{Wu2018c,
 author = {Wu, Manyi},
 title = {Research on optimization of image fast feature point matching algorithm},
 journal = {EURASIP Journal on Image and Video Processing},
 publisher = {Springer Nature America, Inc},
 year = {2018},
 volume = {2018},
 number = {1}}
 

@article{Wu2018,
 author = {Wu, Xiao-Qun and Li, Hai-Sheng and Cao, Jian and Cai, Qiang},
 title = {Geometry of Motion for Video Shakiness Detection},
 journal = {Journal of Computer Science and Technology},
 publisher = {Springer},
 year = {2018},
 volume = {33},
 number = {3},
 pages = {475}}
 

@inproceedings{Wu2018a,
 author = {Wu, Y. and Abd-Almageed, W. and Natarajan, P.},
 title = {Image Copy-Move Forgery Detection via an End-to-End Deep Neural Network},
 booktitle = {Proc. IEEE Winter Conf. Applications of Computer Vision (WACV)},
 year = {2018},
 pages = {1907--1915}}
 

@article{Wu2018b,
 author = {Wu, Yue and Abd-Almageed, Wael and Natarajan, Prem},
 title = {BusterNet: Detecting Copy-Move Image Forgery with Source/Target Localization},
 journal = {Computer Vision – ECCV 2018},
 publisher = {Springer},
 year = {2018}}
 

@article{Xiong2018,
 author = {Xiong, Chao and Zhu, Ju and Li, Yuan and Xiang, Ruxi},
 title = {Image-based forgery detection using big data clustering},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Xue2018,
 author = {Xue, Fei and Lu, Wei and Ye, Ziyi and Liu, Hongmei},
 title = {JPEG image tampering localization based on normalized gray level co-occurrence matrix},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Yan2018,
 author = {Yan, Y. and Ren, W. and Cao, X.},
 title = {Recolored Image Detection via a Deep Discriminative Model},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2018},
 pages = {1}}
 

@article{Yang2018,
 author = {Yang, Fulong and Li, Yabin and Chong, Kun and Wang, Bo},
 title = {Double JPEG Compression Detection Based on Fusion Features},
 journal = {Machine Learning and Intelligent Communications},
 publisher = {Springer},
 year = {2018}}
 

@article{Yang2018a,
 author = {Yang, Pengpeng and Ni, Rongrong and Zhao, Yao},
 title = {Double JPEG compression detection by exploring the correlations in DCT domain},
 journal = {ArXiv},
 year = {2018}}
 

@article{Yang2018b,
 author = {Yang, Pengpeng and Ni, Rongrong and Zhao, Yao and Cao, Gang and Wu, Haorui and Zhao, Wei},
 title = {Robust Contrast Enhancement Forensics Using Convolutional Neural Networks},
 journal = {ArXiv},
 year = {2018}}
 

@article{Yao2018,
 author = {Yao, H. and Qiao, T. and Xu, M. and Zheng, N.},
 title = {Robust multi-classifier for camera model identification based on convolution neural network},
 journal = {IEEE Access},
 year = {2018},
 volume = {6},
 pages = {24973--24982}}
 

@inproceedings{Yaqub2018,
 author = {Yaqub, W. and Mohanty, M. and Memon, N.},
 title = {Towards Camera Identification from Cropped Query Images},
 booktitle = {Proc. 25th IEEE Int. Conf. Image Processing (ICIP)},
 year = {2018},
 pages = {3798--3802}}
 

@article{Yarlagadda2018,
 author = {Yarlagadda, Sri Kalyan and Güera, David and Bestagini, Paolo and Zhu, Fengqing Maggie and Tubaro, Stefano and Delp, Edward J.},
 title = {Satellite Image Forgery Detection and Localization Using GAN and One-Class Classifier},
 journal = {ArXiv},
 year = {2018}}
 

@article{Ye2018,
 author = {Ye, Abdalla and Mt, Iqbal and Shehata, M.},
 title = {Fusion Approaches System of Copy-Move Forgery Detection},
 journal = {American Journal of Computer Science and Engineering Survey},
 year = {2018}}
 

@inproceedings{Yeap2018a,
 author = {Yeap, Y. Y. and Sheikh, U. U. and Rahman, A. A. A.},
 title = {Image forensic for digital image copy move forgery detection},
 booktitle = {Proc. IEEE 14th Int. Colloquium Signal Processing Its Applications (CSPA)},
 year = {2018},
 pages = {239--244}}
 

@inproceedings{Yeap2018,
 author = {Yeap, Y. Y. and Sheikh, U. U. and Rahman, A. A. H. A.},
 title = {Image forensic for digital image copy move forgery detection},
 booktitle = {Proc. IEEE 14th Int. Colloquium Signal Processing Its Applications (CSPA)},
 year = {2018},
 pages = {239--244}}
 

@inproceedings{Yildirim2018,
 author = {Yildirim, E. O. and Ulutaş, G.},
 title = {Image splicing detection with dwt domain extended Markov features},
 booktitle = {Proc. 26th Signal Processing and Communications Applications Conf. (SIU)},
 year = {2018},
 pages = {1--4}}
 

@article{Yuting2018,
 author = {Yuting, Sun and Jing, Guo and Ling, Du and Yongzhen, Ke},
 title = {Blind Detection of Partial-Color-Manipulation Based on Self-PRNU Estimation},
 journal = {International Journal of Digital Crime and Forensics},
 publisher = {IGI Global},
 year = {2018},
 volume = {10},
 number = {3},
 pages = {1--14}}
 

@article{Zeng2018,
 author = {Zeng, Ximei and Feng, Guorui and Zhang, Xinpeng},
 title = {Detection of double JPEG compression using modified DenseNet model},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Zhang2018g,
 author = {Zhang, Dengyong and Yang, Gaobo and Li, Feng and Wang, Jin and Sangaiah, Arun Kumar},
 title = {Detecting seam carved images using uniform local binary patterns},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@incollection{Zhang2018,
 author = {Zhang, Jiwei and Niu, Shaozhang and Li, Yueying and Liu, Yuhan},
 title = {An Algorithm for Asymmetric Clipping Detection Based on Parameter Optimization},
 booktitle = {Advances in Intelligent Information Hiding and Multimedia Signal Processing},
 publisher = {Springer},
 year = {2018}}
 

@inproceedings{Zhang2018e,
 author = {Zhang, J. and Ruan, Q. and Jin, Y. and Ge, J.},
 title = {Image Deeper Passive Forgery Detection Based on SIFT and Higher-Order Statistics Features},
 booktitle = {Proc. IEEE Fourth Int. Conf. Multimedia Big Data (BigMM)},
 year = {2018},
 pages = {1--6}}
 

@inproceedings{Zhang2018f,
 author = {Zhang, L. and Peng, F. and Long, M.},
 title = {Face Morphing Detection Using Fourier Spectrum of Sensor Pattern Noise},
 booktitle = {Proc. IEEE Int. Conf. Multimedia and Expo (ICME)},
 year = {2018},
 pages = {1--6}}
 

@article{Zhang2018c,
 author = {Zhang, Qingbo and Lu, Wei and Wang, Ruxin and Li, Guoqiang},
 title = {Digital image splicing detection based on Markov features in block DWT domain},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Zhang2018d,
 author = {Zhang, Xu and Liu, Xilin and Shu, Huazhong and Yang, Chen},
 title = {Medical image blind integrity verification with Krawtchouk moments},
 journal = {International Journal of Biomedical Imaging},
 year = {2018}}
 

@article{Zhang2018b,
 author = {Zhang, Ying and Thing, Vrizlynn L. L.},
 title = {A semi-feature learning approach for tampered region localization across multi-format images},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Zhang2018a,
 author = {Zhang, Zhongping and Zhang, Yixuan and Zhou, Zheng and Luo, Jiebo},
 title = {Boundary-based Image Forgery Detection by Fast Shallow CNN},
 journal = {ArXiv},
 year = {2018}}
 

@article{Zhao2018a,
 author = {Zhao, Yihua and Zheng, Ning and Qiao, Tong and Xu, Ming},
 title = {Source camera identification via low dimensional PRNU features},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2018},
 pages = {1}}
 

@article{Zheng2018,
 author = {Zheng, Y. and Sheng, H. and Liu, Y. and Lv, K. and Ke, W. and Xiong, Z.},
 title = {Learning Irregular Space Transformation for Person Re-Identification},
 journal = {#IEEE_O_ACC#},
 year = {2018},
 volume = {6},
 pages = {53214--53225}}
 

@article{Zhou2018a,
 author = {Zhou, Peng and Han, Xintong and Morariu, Vlad I. and Davis, Larry S.},
 title = {Learning Rich Features for Image Manipulation Detection},
 journal = {ArXiv},
 year = {2018}}
 

@article{Zhou2018,
 author = {Zhou, Ruofan and Achanta, Radhakrishna and Süsstrunk, Sabine},
 title = {Deep Residual Network for Joint Demosaicing and Super-Resolution},
 journal = {ArXiv},
 year = {2018}}
 

@article{Zhu2018,
 author = {Zhu, Nan and Li, Zhao},
 title = {Blind image splicing detection via noise level function},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2018},
 volume = {68},
 pages = {181--192}}
 

@article{Aamo2017,
 author = {Aamo, Iorliam and Caleb, Shangbum F.},
 title = {On the Use of Benford's Law to Detect JPEG Biometric Data Tampering},
 journal = {Journal of Information Security},
 publisher = {Scientific Research Publishing, Inc,},
 year = {2017},
 volume = {08},
 number = {03},
 pages = {240--256}}

@inproceedings{Abdessamad2017,
 author = {Abdessamad, Jalila and ElAdel, Asma and Zaied, Mourad},
 title = {A sparse representation-based approach for copy-move image forgery detection in smooth regions},
 booktitle = {Ninth International Conference on Machine Vision (ICMV 2016)},
 publisher = {SPIE-Intl Soc Optical Eng},
 year = {2017}}

@inproceedings{Agarwal2017,
 author = {Agarwal, S. and Farid, H.},
 title = {Photo forensics from JPEG dimples},
 booktitle = {Proc. IEEE Workshop Information Forensics and Security (WIFS)},
 year = {2017},
 pages = {1--6}}

@article{Alakuijala2017,
 author = {Alakuijala, Jyrki and Obryk, Robert and Stoliarchuk, Ostap and Szabadka, Zoltan and Vandevenne, Lode and Wassenberg, Jan},
 title = {Guetzli: Perceptually Guided JPEG Encoder},
 journal = {arXiv},
 year = {2017}}

@article{Al-Ameen2017,
 author = {Al-Ameen, Zohair and Al-Atroshi, Chiai},
 title = {Modern Visibility Enhancement and Tampering Detection Tools of Digital Image Forensics: A Laconic Review},
 journal = {TechArt: Journal of Arts and Imaging Science},
 year = {2017},
 volume = {4},
 number = {1}}

@article{Alamro2017,
 author = {Alamro, Loai and Yusoffthe, Nooraini},
 title = {Copy-Move Forgery Detection using Integrated DWT and SURF},
 journal = {Journal of Telecommunication, Electronic and Computer Engineering},
 year = {2017},
 volume = {9},
 number = {1-2}}

@article{Al-Ani2017,
 author = {Al-Ani, M. and Khelifi, F.},
 title = {On the SPN Estimation in Image Forensics: A Systematic Empirical Evaluation},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {5},
 pages = {1067--1081}}

@article{Alherbawi2017,
 author = {Alherbawi, Nadeem and Shukur, Zarina and Sulaiman, Rossilawati},
 title = {Current techniques in JPEG image authentication and forgery detection},
 journal = {Journal of Engineering and Applied Sciences},
 publisher = {Medwell Journals},
 year = {2017},
 volume = {12},
 number = {1},
 pages = {104--112}}

@article{Alherbawi2017a,
 author = {Alherbawi, Nadeem and Shukur, Zarina and Sulaiman, Rossilawati},
 title = {JPEG image classification in digital forensic via DCT coefficient analysis},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@inproceedings{Ali2017,
 author = {Ali, L. and Kasetkasem, T. and Khan, F. G. and Chanwimaluang, T. and Nakahara, H.},
 title = {Identification of inpainted satellite images using evalutionary artificial neural network (EANN) and k-nearest neighbor(KNN) algorithm},
 booktitle = {Proc. 8th Int. Conf. of Information and Communication Technology for Embedded Systems (IC-ICTES)},
 year = {2017},
 pages = {1--6}}

@article{Alikhajeh2017,
 author = {Alikhajeh, Ghassem and Mirzaei, Abdolreza and Safayani, Mehran and Ghaffari, Meysam},
 title = {Duplicate matching and estimating features for detection of copy-move images forgery},
 journal = {arXiv},
 year = {2017}}

@incollection{Al-Qershi2017,
 author = {Al-Qershi, Osamah M. and Khoo, Bee Ee},
 title = {Comparison of Matching Methods for Copy-move Image Forgery Detection},
 booktitle = {9th International Conference on Robotic, Vision, Signal Processing and Power Applications},
 publisher = {Springer},
 year = {2017}}

@inproceedings{AlZahir2017,
 author = {AlZahir, S. and Hammad, R.},
 title = {Blind copula based copy-move forgery detection algorithm},
 booktitle = {Proc. IEEE Int. Conf. Consumer Electronics (ICCE)},
 year = {2017},
 pages = {436--437}}

@article{Amerini2017,
 author = {Amerini, Irene and Caldelli, Roberto and Mastio, Andrea Del and Fuccia, Andrea Di and Molinari, Cristiano and Rizzo, Anna Paola},
 title = {Dealing with video source identification in social networks},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {57},
 pages = {1--7}}

@inproceedings{Amerini2017a,
 author = {Amerini, I. and Uricchio, T. and Ballan, L. and Caldelli, R.},
 title = {Localization of JPEG Double Compression Through Multi-domain Convolutional Neural Networks},
 booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshops (CVPRW)},
 year = {2017},
 pages = {1865--1871}}

@article{Amerini2017b,
 author = {Amerini, Irene and Uricchio, Tiberio and Ballan, Lamberto and Caldelli, Roberto},
 title = {Localization of JPEG double compression through multi-domain convolutional neural networks},
 journal = {ArXiv},
 year = {2017}}

@inproceedings{Amerini2017c,
 author = {Amerini, I. and Uricchio, T. and Caldelli, R.},
 title = {Tracing images back to their social network of origin: A CNN-based approach},
 booktitle = {Proc. IEEE Workshop Information Forensics and Security (WIFS)},
 year = {2017},
 pages = {1--6}}

@inproceedings{Arya2017,
 author = {Arya, U. and Singh, G. and Singhal, R. and Kumar, S. and Usmaan, H.},
 title = {Image authentication based on salient regions of image},
 booktitle = {Proc. Int. Electrical Engineering Congress (iEECON)},
 year = {2017},
 pages = {1--4}}

@article{Ashour2017,
 author = {Ashour, Amira S. and Dey, Nilanjan},
 title = {Security of Multimedia Contents: A Brief},
 journal = {Intelligent Techniques in Signal Processing for Multimedia Security},
 publisher = {Springer},
 year = {2017}}

@incollection{Ayyalasomayajula2017,
 author = {Ayyalasomayajula, Roshan Sai and Pankajakshan, Vinod},
 title = {Differentiating Photographic and PRCG Images Using Tampering Localization Features},
 booktitle = {Proceedings of International Conference on Computer Vision and Image Processing},
 publisher = {Springer},
 year = {2017}}

@inproceedings{Banerjee2017,
 author = {Banerjee, S. and Ross, A.},
 title = {From image to sensor: Comparative evaluation of multiple PRNU estimation schemes for identifying sensors from NIR iris images},
 booktitle = {Proc. 5th Int. Workshop Biometrics and Forensics (IWBF)},
 year = {2017},
 pages = {1--6}}

@conference{Bappy2017,
 author = {Bappy, Jawadul H. and Roy-Chowdhury, Amit K. and Bunk, Jason and Nataraj, Lakshmanan and Manjunath, B. S.},
 title = {Exploiting Spatial Structure for Localizing Manipulated Image Regions},
 booktitle = {Proc. of the ICCV 2017},
 year = {2017}}

@article{Barni2017a,
 author = {Barni, Mauro and Bondi, Luca and Bonettini, Nicolò and Bestagini, Paolo and Costanzo, Andrea and Maggini, Marco and Tondi, Benedetta and Tubaro, Stefano},
 title = {Aligned and Non-Aligned Double JPEG Detection Using Convolutional Neural Networks},
 journal = {arXiv},
 year = {2017}}

@article{Barni2017,
 author = {Barni, Mauro and Nowroozi, Ehsan and Tondi, Benedetta},
 title = {Higher-Order, Adversary-Aware, Double JPEG-Detection via Selected Training on Attacked Samples.},
 journal = {Proc. of the 25th European Signal Processing Conference (EUSIPCO)},
 year = {2017}}

@inproceedings{Bayar2017,
 author = {Bayar, B. and Stamm, M. C.},
 title = {On the robustness of constrained convolutional neural networks to JPEG post-compression for image resampling detection},
 booktitle = {Proc. Speech and Signal Processing (ICASSP) 2017 IEEE Int. Conf. Acoustics},
 year = {2017},
 pages = {2152--2156}}

@inproceedings{Bayar2017a,
 author = {Bayar, Belhassen and Stamm, Matthew C.},
 title = {A Generic Approach Towards Image Manipulation Parameter Estimation Using Convolutional Neural Networks},
 booktitle = {Proceedings of the 5th ACM Workshop on Information Hiding and Multimedia Security - IHMMSec '17},
 publisher = {ACM Press},
 year = {2017}}

@inproceedings{BhavyaBhanuM2017,
 author = {Bhavya Bhanu M, P. and Arun Kumar M, N.},
 title = {Copy-move forgery detection using segmentation},
 booktitle = {Proc. 11th Int. Conf. Intelligent Systems and Control (ISCO)},
 year = {2017},
 pages = {224--228}}

@article{Bi2017,
 author = {Bi, Xiuli and Pun, Chi-Man},
 title = {Fast Reflective Offset-Guided Searching Method for Copy-Move Forgery Detection},
 journal = {Information Sciences},
 publisher = {Elsevier BV},
 year = {2017}}

@article{Biedermann2017,
 author = {Biedermann, A. and Bozza, S. and Taroni, F. and Aitken, C.},
 title = {The consequences of understanding expert probability reporting as a decision},
 journal = {Science & Justice},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {57},
 number = {1},
 pages = {80--85}}

@article{Birajdar2017,
 author = {Birajdar, Gajanan K. and Mankar, Vijay H.},
 title = {Blind image forensics using reciprocal singular value curve based local statistical features},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Birajdar2017b,
 author = {Birajdar, Gajanan K. and Mankar, Vijay H.},
 title = {Subsampling-Based Blind Image Forgery Detection Using Support Vector Machine and Artificial Neural Network Classifiers},
 journal = {Arabian Journal for Science and Engineering},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Boididou2017,
 author = {Boididou, Christina and Middleton, Stuart E. and Jin, Zhiwei and Papadopoulos, Symeon and Dang-Nguyen, Duc-Tien and Boato, Giulia and Kompatsiaris, Yiannis},
 title = {Verifying information with multimedia content on twitter},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Boididou2017a,
 author = {Boididou, Christina and Papadopoulos, Symeon and Zampoglou, Markos and Apostolidis, Lazaros and Papadopoulou, Olga and Kompatsiaris, Yiannis},
 title = {Detection and visualization of misleading content on Twitter},
 journal = {International Journal of Multimedia Information Retrieval},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Bondi2017b,
 author = {Bondi, L. and Baroffio, L. and Güera, D. and Bestagini, P. and Delp, E. J. and Tubaro, S.},
 title = {First Steps Toward Camera Model Identification With Convolutional Neural Networks},
 journal = {IEEE Signal Processing Letters},
 year = {2017},
 volume = {24},
 number = {3},
 pages = {259--263}}

@inproceedings{Bondi2017,
 author = {Bondi, L. and Lameri, S. and Güera, D. and Bestagini, P. and Delp, E. J. and Tubaro, S.},
 title = {Tampering Detection and Localization Through Clustering of Camera-Based CNN Features},
 booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshops (CVPRW)},
 year = {2017},
 pages = {1855--1864}}

@mastersthesis{Bonettini2017,
 author = {Bonettini, Nicol`o},
 title = {JPEG-based Forensics through Convolutional Neural Networks},
 school = {Politecnico Di Milano},
 year = {2017}}

@article{Brogan2017,
 author = {Brogan, Joel and Bestagini, Paolo and Bharati, Aparna and Pinto, Allan and Moreira, Daniel and Bowyer, Kevin and Flynn, Patrick and Rocha, Anderson and Scheirer, Walter},
 title = {Spotting the Difference: Context Retrieval and Analysis for Improved Forgery Detection and Localization},
 journal = {arxiv},
 year = {2017}}

@article{Brouwers2017,
 author = {Brouwers, Marcel and Mousa, Rahaf},
 title = {Automatic comparison of photo response non uniformity (PRNU) on Youtube},
 journal = {System and Network Engineering • January 2017},
 year = {2017}}

@article{Bunk2017,
 author = {Bunk, Jason and Bappy, Jawadul H. and Mohammed, Tajuddin Manhar and Nataraj, Lakshmanan and Flenner, Arjuna and Manjunath, B. S. and Chandrasekaran, Shivkumar and Roy-Chowdhury, Amit K. and Peterson, Lawrence},
 title = {Detection and Localization of Image Forgeries using Resampling Features and Deep Learning},
 journal = {arXiv},
 year = {2017}}

@inproceedings{Bunk2017a,
 author = {Bunk, J. and Bappy, J. H. and Mohammed, T. M. and Nataraj, L. and Flenner, A. and Manjunath, B. S. and Chandrasekaran, S. and Roy-Chowdhury, A. K. and Peterson, L.},
 title = {Detection and Localization of Image Forgeries Using Resampling Features and Deep Learning},
 booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshops (CVPRW)},
 year = {2017},
 pages = {1881--1889}}

@article{Caldelli2017,
 author = {Caldelli, R. and Becarelli, R. and Amerini, I.},
 title = {Image Origin Classification based on Social Network Provenance},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {PP},
 number = {99},
 pages = {1}}

@article{Cattaneo2017a,
 author = {Cattaneo, Giuseppe and Ferraro Petrillo, Umberto and Nappi, Michele and Narducci, Fabio and Roscigno, Gianluca},
 title = {An Efficient Implementation of the Algorithm by Lukáš et al. on Hadoop},
 journal = {Green, Pervasive, and Cloud Computing},
 publisher = {Springer},
 year = {2017}}

@article{Cattaneo2017,
 author = {Cattaneo, Giuseppe and Roscigno, Gianluca and Petrillo, Umberto Ferraro},
 title = {Improving the experimental analysis of tampered image detection algorithms for biometric systems},
 journal = {Pattern Recognition Letters},
 publisher = {Elsevier BV},
 year = {2017}}

@unpublished{Chakraborty2017,
 author = {Chakraborty, S. and Kirchner, M.},
 title = {PRNU-based Image Manipulation Localization with Discriminative Random Fields},
 year = {2017}}

@article{Chandakkar2017,
 author = {Chandakkar, Parag Shridhar and Li, Baoxin},
 title = {Capturing Localized Image Artifacts through a CNN-based Hyper-image Representation},
 journal = {ArXiv},
 year = {2017}}

@article{Chandakkar2017a,
 author = {Chandakkar, Parag S. and Li, Baoxin},
 title = {Investigating Human Factors in Image Forgery Detection},
 journal = {ArXiv},
 year = {2017}}

@article{Chen2017d,
 author = {Chen, Bolin and Li, Haodong and Luo, Weiqi},
 title = {Image Processing Operations Identification via Convolutional Neural Network},
 journal = {arXiv},
 year = {2017}}

@article{Chen2017b,
 author = {Chen, Beijing and Qi, Xiaoming and Sun, Xingming and Shi, Yun-Qing},
 title = {Quaternion pseudo-Zernike moments combining both of RGB information and depth information for color image splicing detection},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2017}}

@article{Chen2017a,
 author = {Chen, Can and McCloskey, Scott and Yu, Jingyi},
 title = {Image Splicing Detection via Camera Response Function Analysis},
 journal = {Computer Vision Foundation (CVF)},
 year = {2017}}

@article{Chen2017e,
 author = {Chen, C. and Ni, J. and Shen, Z. and Shi, Y. Q.},
 title = {Blind Forensics of Successive Geometric Transformations in Digital Images Using Spectral Method: Theory and Applications},
 journal = {IEEE Transactions on Image Processing},
 year = {2017},
 volume = {26},
 number = {6},
 pages = {2811--2824}}

@article{Chen2017c,
 author = {Chen, Chien-Chang and Chen, Ling-Ying and Lin, Yu-Jing},
 title = {Block Sampled Matching with Region Growing for Detecting Copy-Move Forgery Duplicated Regions},
 journal = {Journal of Information Hiding and Multimedia Signal Processing},
 year = {2017}}

@article{Chen2017,
 author = {Chen, Zhipeng and Zhao, Yao and Ni, Rongrong},
 title = {Detection of operation chain: JPEG-Resampling-JPEG},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {57},
 pages = {8--20}}

@article{ChitraR2017,
 author = {Chitra R, R. and Minnu Jayan, C.},
 title = {HUE Modification Detection and Estimation using Photo Response Non-Uniformity},
 journal = {IJSTE - International Journal of Science Technology & Engineering},
 year = {2017}}

@inproceedings{Choi2017b,
 author = {Choi, H. Y. and Jang, H. U. and Kim, D. and Son, J. and Mun, S. M. and Choi, S. and Lee, H. K.},
 title = {Detecting composite image manipulation based on deep neural networks},
 booktitle = {Proc. Signals and Image Processing (IWSSIP) 2017 Int. Conf. Systems},
 year = {2017},
 pages = {1--5}}

@article{Choi2017a,
 author = {Choi, Hak-Yeol and Hyun, Dai-Kyung and Choi, Sunghee and Lee, Heung-Kyu},
 title = {Enhanced resampling detection based on image correlation of 3D stereoscopic images},
 journal = {EURASIP Journal on Image and Video Processing},
 publisher = {Springer},
 year = {2017},
 volume = {2017},
 number = {1},
 pages = {1}}

@incollection{Choi2017,
 author = {Choi, Hak-Yeol and Jang, Han-Ul and Son, Jeongho and Kim, Dongkyu and Lee, Heung-Kyu},
 title = {Content Recapture Detection Based on Convolutional Neural Networks},
 booktitle = {Information Science and Applications 2017},
 publisher = {Springer Nature},
 year = {2017},
 pages = {339--346}}

@article{Costa2017,
 author = {Costa, Filipe and Oliveira, Alberto and Ferrara, Pasquale and Dias, Zanoni and Goldenstein, Siome and Rocha, Anderson},
 title = {New dissimilarity measures for image phylogeny reconstruction},
 journal = {Pattern Analysis and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Cozzolino2017a,
 author = {Cozzolino, Davide and Marra, Francesco and Poggi, Giovanni and Sansone, Carlo and Verdoliva, Luisa},
 title = {PRNU-Based Forgery Localization in a Blind Scenario},
 journal = {Image Analysis and Processing - ICIAP 2017},
 publisher = {Springer},
 year = {2017}}

@article{Cozzolino2017,
 author = {Cozzolino, Davide and Poggi, Giovanni and Verdoliva, Luisa},
 title = {Recasting Residual-based Local Descriptors as Convolutional Neural Networks: an Application to Image Forgery Detection},
 journal = {arX},
 year = {2017}}

@article{Cristin2017,
 author = {Cristin, Rajan and Cyril Raj, Velankanni},
 title = {Consistency features and fuzzy-based segmentation for shadow and reflection detection in digital image forgery},
 journal = {Science China Information Sciences},
 publisher = {Springer},
 year = {2017},
 volume = {60},
 number = {8},
 pages = {1}}

@inproceedings{Cruz2017,
 author = {Cruz, F. and Sidère, N. and Coustaty, M. and D'Andecy, V. P. and Ogier, J. M.},
 title = {Local Binary Patterns for Document Forgery Detection},
 booktitle = {Proc. 14th IAPR Int. Conf. Document Analysis and Recognition (ICDAR)},
 year = {2017},
 volume = {01},
 pages = {1223--1228}}

@inproceedings{Dadkhah2017,
 author = {Dadkhah, Sajjad and Köppen, Mario and Jalab, Hamid A. and Sadeghi, Somayeh and Manaf, Azizah Abdul and Uliyan, Diaa},
 title = {Electromagnetismlike Mechanism Descriptor with Fourier Transform for a Passive Copy-move Forgery Detection in Digital Image Forensics},
 booktitle = {Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods},
 publisher = {SCITEPRESS - Science and Technology Publications},
 year = {2017}}

@inproceedings{Dafale2017,
 author = {Dafale, N. N. and Naskar, R.},
 title = {Sensor pattern noise based source anonymization},
 booktitle = {Proc. Signal Processing and Security (ICSSS) 2017 Third Int. Conf. Sensing},
 year = {2017},
 pages = {93--98}}

@article{Dawid2017,
 author = {Dawid, A. Philip},
 title = {Forensic likelihood ratio: Statistical problems and pitfalls},
 journal = {Science & Justice},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {57},
 number = {1},
 pages = {73--75}}

@inproceedings{Dekel2017,
 author = {Dekel, Tali and Rubinstein, Michael and Liu, Ce and Freeman, William, T.},
 title = {On the Effectiveness of Visible Watermarks},
 booktitle = {CVPR ´17: Proceedings of the 2017 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR´17)},
 year = {2017}}

@mastersthesis{Devagiri2017,
 author = {Devagiri, Vishnu Manasa},
 title = {Splicing Forgery Detection and the Impact of Image Resolution},
 school = {Faculty of Computing Blekinge Institute of Technology SE-371 79 Karlskrona Sweden},
 year = {2017}}

@article{Dey2017,
 author = {Dey, Nilanjan and Ashour, Amira S. and Chakraborty, Sayan and Banerjee, Sukanya and Gospodinova, Evgeniya and Gospodinov, Mitko and Hassanien, Aboul Ella},
 title = {Watermarking in Biomedical Signal Processing},
 journal = {Intelligent Techniques in Signal Processing for Multimedia Security},
 publisher = {Springer},
 year = {2017}}

@article{Dixit2017,
 author = {Dixit, R. and Naskar, R. and Mishra, S.},
 title = {Blur-invariant copy-move forgery detection technique with improved detection accuracy utilising SWT-SVD},
 journal = {IET Image Proc},
 year = {2017},
 volume = {11},
 number = {5},
 pages = {301--309}}

@inproceedings{Emam2017a,
 author = {Emam, M. and Han, Q. and Li, Q. and Zhang, H. and Emam, M.},
 title = {A robust detection algorithm for image Copy-Move forgery in smooth regions},
 booktitle = {Proc. System and Simulation (ICCSS) 2017 Int. Conf. Circuits},
 year = {2017},
 pages = {119--123}}

@article{Emam2017,
 author = {Emam, Mahmoud and Han, Qi and Zhang, Hongli},
 title = {Two-stage Keypoint Detection Scheme for Region Duplication Forgery Detection in Digital Images},
 journal = {Journal of Forensic Sciences},
 publisher = {Wiley-Blackwell},
 year = {2017}}

@article{Faiz2017,
 author = {Faiz, Muhammad and Anuar, Nor Badrul and Wahab, Ainuddin Wahid Abdul and Shamshirband, Shahaboddin and Chronopoulos, Anthony T.},
 title = {Source camera identification: a distributed computing approach using Hadoop},
 journal = {Journal of Cloud Computing},
 publisher = {Springer},
 year = {2017},
 volume = {6},
 number = {1},
 pages = {1}}

@article{Farid2017,
 author = {Farid, Hany},
 title = {How to Detect Faked Photos},
 journal = {American Scientist},
 year = {2017}}

@article{Farooq2017,
 author = {Farooq, Sundus and Yousaf, Muhammad Haroon and Hussain, Fawad},
 title = {A generic passive image forgery detection scheme using local binary pattern with rich models},
 journal = {Computers & Electrical Engineering},
 publisher = {Elsevier BV},
 year = {2017}}

@article{Feng2017,
 author = {Feng, Bingwen and Weng, Jian and Lu, Wei},
 title = {Improved Algorithms for Robust Histogram Shape-Based Image Watermarking},
 journal = {Digital Forensics and Watermarking},
 publisher = {Springer},
 year = {2017}}

@inproceedings{Ferraris2017,
 author = {Ferraris, V. and Dobigeon, N. and Wei, Q. and Chabert, M.},
 title = {Change detection between multi-band images using a robust fusion-based approach},
 booktitle = {Proc. Speech and Signal Processing (ICASSP) 2017 IEEE Int. Conf. Acoustics},
 year = {2017},
 pages = {3346--3350}}

@article{Ferraris2017a,
 author = {Ferraris, V. and Dobigeon, N. and Wei, Q. and Chabert, M.},
 title = {Robust Fusion of Multiband Images With Different Spatial and Spectral Resolutions for Change Detection},
 journal = {IEEE Transactions on Computational Imaging},
 year = {2017},
 volume = {3},
 number = {2},
 pages = {175--186}}

@thesis{Franco2017,
 author = {Franco, Guillermo Rodríguez},
 title = {Identificación de la Fuente en Ficheros Multimedia de Redes Sociales},
 school = {Departamento de Ingeniería del Software e Inteligencia Artificial FACULTAD DE INFORMÁTICA UNIVERSIDAD COMPLUTENSE DE MADRID},
 year = {2017}}

@article{Freire-Obregon2017,
 author = {Freire-Obregón, David and Narducci, Fabio and Barra, Silvio and Castrillón-Santana, Modesto},
 title = {Deep learning for source camera identification on mobile devices},
 journal = {ArXiv},
 year = {2017}}

@inproceedings{Gadhiya2017,
 author = {Gadhiya, T. D. and Roy, A. K. and Mitra, S. K. and Mall, V.},
 title = {Use of discrete wavelet transform method for detection and localization of tampering in a digital medical image},
 booktitle = {Proc. IEEE Region 10 Symp. (TENSYMP)},
 year = {2017},
 pages = {1--5}}

@article{Georgievska2017,
 author = {Georgievska, Sonja and Bakhshi, Rena and Gavai, Anand and Sclocco, Alessio and van Werkhoven, Ben},
 title = {Clustering image noise patterns by embedding and visualization for common source camera detection},
 journal = {Digital Investigation},
 publisher = {Elsevier BV},
 year = {2017}}

@inproceedings{Gill2017,
 author = {Gill, N. K. and Garg, R. and Doegar, E. A.},
 title = {A review paper on digital image forgery detection techniques},
 booktitle = {Proc. Communication and Networking Technologies (ICCCNT) 2017 8th Int. Conf. Computing},
 year = {2017},
 pages = {1--7}}

@article{Giudice2017,
 author = {Giudice, Oliver and Paratore, Antonino and Moltisanti, Marco and Battiato, Sebastiano},
 title = {A Classification Engine for Image Ballistics of Social Data},
 journal = {Image Analysis and Processing - ICIAP 2017},
 publisher = {Springer},
 year = {2017}}

@phdthesis{Goncalves2017,
 author = {Gonçalves, Leandro Inácio},
 title = {Detecção Automática De Indícios De Fraude Em Assinaturas Em Documentos Digitais},
 school = {Instituto Federal De Educação, Ciência E Tecnologia De São Paulo},
 year = {2017}}

@article{Gu2017,
 author = {Gu, Wenwu and Yang, Gaobo and Zhang, Dengyong and Xia, Ming},
 title = {A Robust Seam Carving Forgery Detection Approach by Three-Element Joint Density of Difference Matrix},
 journal = {Cloud Computing and Security},
 publisher = {Springer},
 year = {2017}}

@inproceedings{Gueera2017,
 author = {Güera, D. and Wang, Y. and Bondi, L. and Bestagini, P. and Tubaro, S. and Delp, E. J.},
 title = {A Counter-Forensic Method for CNN-Based Camera Model Identification},
 booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshops (CVPRW)},
 year = {2017},
 pages = {1840--1847}}

@mastersthesis{Gupta2017,
 author = {Gupta, Anmol},
 title = {Performance Enhancement of Copy-Move Forgery Detection by Using Shi Tomasi-Surf Detector and Surf-PSO Algorithm},
 school = {Thapar University},
 year = {2017}}

@article{Hadigheh2017,
 author = {Hadigheh, Habib Ghaffari and bin sulong, Ghazali},
 title = {Feature base fusion for splicing forgery detection based on neuro fuzzy},
 journal = {arXiv},
 year = {2017}}

@inproceedings{Harjito2017,
 author = {Harjito, B. and Prasetyo, H.},
 title = {Image forensics using EDBTC feature},
 booktitle = {Proc. IEEE Int. Conf. Consumer Electronics - Taiwan (ICCE-TW)},
 year = {2017},
 pages = {167--168}}

@inproceedings{Harjito2017a,
 author = {Harjito, B. and Prasetyo, H.},
 title = {Image forensics using EDBTC feature},
 booktitle = {Proc. IEEE Int. Conf. Consumer Electronics - Taiwan (ICCE-TW)},
 year = {2017},
 pages = {167--168}}

@article{Hayat2017,
 author = {Hayat, Khizar and Qazi, Tanzeela},
 title = {Forgery detection in digital images via discrete wavelet and discrete cosine transforms},
 journal = {Computers & Electrical Engineering},
 publisher = {Elsevier BV},
 year = {2017}}

@article{He2017,
 author = {He, Xin and Guan, Qingxiao and Tong, Yanfei and Zhao, Xianfeng and Yu, Haibo},
 title = {A Novel Robust Image Forensics Algorithm Based on L1-Norm Estimation},
 journal = {Digital Forensics and Watermarking},
 publisher = {Springer},
 year = {2017}}

@inproceedings{Hilal2017a,
 author = {Hilal, A. and Hamzeh, T. and Chantaf, S.},
 title = {Copy-move forgery detection using principal component analysis and discrete cosine transform},
 booktitle = {Proc. Sensors Networks Smart and Emerging Technologies (SENSET)},
 year = {2017},
 pages = {1--4}}

@inproceedings{Hilal2017,
 author = {Hilal, M. V. and Yannawar, P. and Gaikwad, A. T.},
 title = {Image inconsistency detection using histogram of orientated gradient (HOG)},
 booktitle = {Proc. 1st Int. Conf. Intelligent Systems and Information Management (ICISIM)},
 year = {2017},
 pages = {22--25}}

@inproceedings{Hildebrandt2017,
 author = {Hildebrandt, M. and Neubert, T. and Makrushin, A. and Dittmann, J.},
 title = {Benchmarking face morphing forgery detection: Application of stirtrace for impact simulation of different processing steps},
 booktitle = {Proc. 5th Int. Workshop Biometrics and Forensics (IWBF)},
 year = {2017},
 pages = {1--6}}

@article{Hold-Geoffroy2017,
 author = {Hold-Geoffroy, Yannick and Sunkavalli, Kalyan and Eisenmann, Jonathan and Fisher, Matt and Gambaretto, Emiliano and Hadap, Sunil and Lalonde, Jean-François},
 title = {A Perceptual Measure for Deep Single Image Camera Calibration},
 journal = {ArXiv},
 year = {2017}}

@article{Hossain2017,
 author = {Hossain, M. Shamim and Alhamid, Mohammed F. and Muhammad, Ghulam},
 title = {Collaborative analysis model for trending images on social networks},
 journal = {Future Generation Computer Systems},
 publisher = {Elsevier BV},
 year = {2017}}

@article{Hu2017,
 author = {Hu, Meidong and Wang, Xiaotong and Xu, Guanlei and Yu, Hao},
 title = {A Detection Method for Copy- Move Image Forgery Using Frequency -Based Techniques},
 journal = {Journal of Image and Signal Processing},
 publisher = {Hans Publishers},
 year = {2017},
 volume = {06},
 number = {01},
 pages = {8--16}}

@article{Hu2017a,
 author = {Hu, Yu-Chen and Choo, Kim-Kwang Raymond and Chen, Wu-Lin},
 title = {Tamper detection and image recovery for BTC-compressed images},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 volume = {76},
 number = {14},
 pages = {15435}}

@article{Isaac2017,
 author = {Isaac, Meera Mary and Wilscy, M.},
 title = {Multiscale Local Gabor Phase Quantization for image forgery detection},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Ivanov2017,
 author = {Ivanov, V. I. and Baras, J. S.},
 title = {Authentication of Swipe Fingerprint Scanners},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {9},
 pages = {2212--2226}}

@inproceedings{Jain2017,
 author = {Jain, H. and Das, J. and Verma, H. K. and Khanna, N.},
 title = {An enhanced statistical approach for median filtering detection using difference image},
 booktitle = {Proc. Security and Behavior Analysis (ISBA) 2017 IEEE Int. Conf. Identity},
 year = {2017},
 pages = {1--7}}

@article{Javanmard2017,
 author = {Javanmard, Mahdi and Refayen, Raheleh},
 title = {Using Sensor Pattern Noise for Camera Identification},
 journal = {International Journal of Computer Science and Information Security},
 year = {2017}}

@article{Jeon2017,
 author = {Jeon, Jong Ju and Shin, Hyun Jun and Eom, Il Kyu},
 title = {Estimation of Bayer CFA pattern configuration based on singular value decomposition},
 journal = {EURASIP Journal on Image and Video Processing},
 publisher = {Springer Nature},
 year = {2017},
 volume = {2017},
 number = {1}}

@article{Jiang2017,
 author = {Jiang, X. and He, P. and Sun, T. and Xie, F. and Wang, S.},
 title = {Detection of Double Compression with the Same Coding Parameters Based on Quality Degradation Mechanism Analysis},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {PP},
 number = {99},
 pages = {1}}

@electronic{Julliand2017,
 author = {Julliand, Thibault and Nozick, Vincent and Echizen, Isao and Talbot, Hugues},
 title = {Using The Noise Density Down Projection To Expose Splicing In JPEG Images},
 year = {2017}}

@article{Jung2017,
 author = {Jung, Dae-Jin and Lee, Heung-Kyu},
 title = {Frame-rate conversion detection based on periodicity of motion artifact},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@inproceedings{Jwaid2017,
 author = {Jwaid, M. F. and Baraskar, T. N.},
 title = {Study and analysis of copy-move splicing image forgery detection techniques},
 booktitle = {Proc. Analytics and Cloud) (I-SMAC) 2017 Int. Conf. I-SMAC (IoT in Social, Mobile},
 year = {2017},
 pages = {697--702}}

@inproceedings{Kanagavalli2017,
 author = {Kanagavalli, N. and Latha, L.},
 title = {A survey of copy-move image forgery detection techniques},
 booktitle = {Proc. Int. Conf. Inventive Systems and Control (ICISC)},
 year = {2017},
 pages = {1--6}}

@article{Kashyap2017,
 author = {Kashyap, Abhishek and Parmar, Rajesh Singh and Agrawal, Megha and Gupta, Hariom},
 title = {An Evaluation of Digital Image Forgery Detection Approaches},
 journal = {arX},
 year = {2017}}

@article{Kaur2017,
 author = {Kaur, Mandeep and Gupta, Savita},
 title = {A fusion framework based on fuzzy integrals for passive-blind image tamper detection},
 journal = {Cluster Computing},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@inproceedings{Kaura2017,
 author = {Kaura, W. C. N. and Dhavale, S.},
 title = {Analysis of SIFT and SURF features for copy-move image forgery detection},
 booktitle = {Proc. Embedded and Communication Systems (ICIIECS) 2017 Int. Conf. Innovations in Information},
 year = {2017},
 pages = {1--4}}

@article{Kim2017,
 author = {Kim, Do-Guk and Hou, Jong-Uk and Lee, Heung-Kyu},
 title = {Learning deep features for source color laser printer identification based on cascaded learning},
 journal = {arXiv},
 year = {2017}}

@article{Kim2017a,
 author = {Kim, Dong-Hyun and Le, Hae-Yeoun},
 title = {Image Manipulation Detection using Convolutional Neural Network},
 journal = {International Journal of Applied Engineering Research},
 year = {2017}}

@article{Kingra2017,
 author = {Kingra, Staffy and Aggarwal, Naveen and Singh, Raahat Devender},
 title = {Inter-frame forgery detection in H.264 videos using motion and brightness gradients},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Korus2017,
 author = {Korus, Paweł},
 title = {Digital image integrity – a survey of protection and verification techniques},
 journal = {Digital Signal Processing},
 publisher = {Elsevier BV},
 year = {2017}}

@incollection{Kuznetsov2017b,
 author = {Kuznetsov, Andrey},
 title = {A Copy-Move Detection Algorithm Based on Geometric Local Binary Pattern},
 booktitle = {Digital Communication. Towards a Smart and Secure Future Internet},
 publisher = {Springer},
 year = {2017}}

@article{Kuznetsov2017,
 author = {Kuznetsov, Andrey and Myasnikov, Vladislav},
 title = {Using Efficient Linear Local Features in the Copy-Move Forgery Detection Task},
 journal = {Analysis of Images, Social Networks and Texts},
 publisher = {Springer},
 year = {2017}}

@article{Kuznetsov2017a,
 author = {Kuznetsov, Andrey and Myasnikov, Vladislav},
 title = {A new copy-move forgery detection algorithm using image preprocessing procedure},
 journal = {Procedia Engineering},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {201},
 pages = {436--444}}

@article{Lai2017,
 author = {Lai, Yuecong and Huang, Tianqiang and Lin, Jing and Lu, Henan},
 title = {An improved block-based matching algorithm of copy-move forgery detection},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer Nature},
 year = {2017}}

@phdthesis{Lawgaly2017,
 author = {Lawgaly, Ashref},
 title = {Digital Camera Identification Using Sensor Pattern Noise for Forensics Applications},
 school = {Northumbria University},
 year = {2017}}

@article{Lee2017,
 author = {Lee, Sang-hyeong and Kim, Dong-hyun and Oh, Tae-woo and Kim, Ki-bom and Lee, Hae-yeoun},
 title = {Digital Video Source Identification Using Sensor Pattern Noise with Morphology Filtering -- 모폴로지 필터링 기반 센서 패턴 노이즈를 이용한 디지털 동영상 획득 장치 판별 기술},
 journal = {KIPS Tr. Software and Data Eng.},
 year = {2017},
 volume = {6},
 number = {1}}

@article{Le-Tien2017,
 author = {Le-Tien, Thuong and Huynh-Kha, Tu and Cong-Hoan, Long Pham and Tran-Hong, An},
 title = {Combined Zernike Moment and Multiscale Analysis for Tamper Detection in Digital Images},
 journal = {Informatica},
 year = {2017},
 volume = {41},
 pages = {59--70}}

@inproceedings{Le-Tien2017a,
 author = {Le-Tien, T. and Huynh-Kha, T. and Nguyen-Thanh, T. and Pham-Duc, T. and Nguyen-Huu, T.},
 title = {An evaluation on the effective processing time of Raspberry Pi-3B-based embedded systems for determining forged images},
 booktitle = {Proc. 4th NAFOSTED Conf. Information and Computer Science},
 year = {2017},
 pages = {213--218}}

@inproceedings{Li2017f,
 author = {Li, A. and Zhou, S. and Wang, R.},
 title = {An Improved Method for Eliminating Ghosting in Image Stitching},
 booktitle = {Proc. 9th Int. Conf. Intelligent Human-Machine Systems and Cybernetics (IHMSC)},
 year = {2017},
 volume = {2},
 pages = {415--418}}

@article{Li2017e,
 author = {Li, Chang-Tsun and Lin, Xufeng},
 title = {A fast source-oriented image clustering method for digital forensics},
 journal = {EURASIP Journal on Image and Video Processing},
 publisher = {Springer Nature},
 year = {2017},
 volume = {2017},
 number = {1}}

@article{Li2017d,
 author = {Li, Dan and Yuan, Ling and Hu, Song and Wang, Zeqi},
 title = {Research on Image Splicing Based on Weighted Poisson Fusion},
 journal = {International Journal of Computer Science Engineering (IJCSE)},
 year = {2017}}

@inproceedings{Li2017h,
 author = {Li, F. and Xin, M. and Li, J. and Yu, J.},
 title = {Improved detection for copy-move forgery with multi-scale sliding windows},
 booktitle = {Proc. Int. Symp. Intelligent Signal Processing and Communication Systems (ISPACS)},
 year = {2017},
 pages = {231--236}}

@article{Li2017,
 author = {Li, H. and Luo, W. and qiu, X. and Huang, J.},
 title = {Image Forgery Localization via Integrating Tampering Possibility Maps},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {PP},
 number = {99},
 pages = {1}}

@article{Li2017b,
 author = {Li, H. and Luo, W. and Huang, J.},
 title = {Localization of Diffusion-Based Inpainting in Digital Images},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {12},
 pages = {3050--3064}}

@article{Li2017c,
 author = {Li, Haodong and Luo, Weiqi and Rao, Quanquan and Huang, Jiwu},
 title = {Anti-Forensics of Camera Identification and the Triangle Test by Improved Fingerprint-Copy Attack},
 journal = {arXiv},
 year = {2017}}

@article{Li2017g,
 author = {Li, Xiaopeng and Xu, Wenyuan and Wang, Song and Qu, Xianshan},
 title = {Are You Lying: Validating the Time-Location of Outdoor Images},
 journal = {Applied Cryptography and Network Security},
 publisher = {Springer},
 year = {2017}}

@article{Li2017a,
 author = {Li, Y. and Zhou, J. and Cheng, A.},
 title = {SIFT Keypoint Removal via Directed Graph Construction for Color Images},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {12},
 pages = {2971--2985}}

@article{Liang2017,
 author = {Liang, Dong and Lu, Chen and Jin, Hao},
 title = {Soft multimedia anomaly detection based on neural network and optimization driven support vector machine},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Lin2017,
 author = {Lin, Cong and Lu, Wei and Sun, Wei and Zeng, Jinhua and Xu, Tianhua and Lai, Jian-Huang},
 title = {Region duplication detection based on image segmentation and keypoint contexts},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@inproceedings{Lionnie2017,
 author = {Lionnie, R. and Bahaweres, R. B. and Attamimi, S. and Alaydrus, M.},
 title = {A study on pre-processing methods for copy-move forgery detection based on SIFT},
 booktitle = {Proc. TENCON 2017 - 2017 IEEE Region 10 Conf},
 year = {2017},
 pages = {1142--1147}}

@article{Liu2017h,
 author = {Liu, Anan and Zhao, Zhengyu and Zhang, Chengqian and Su, Yuting},
 title = {Median filtering forensics in digital images based on frequency-domain features},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 volume = {76},
 number = {21},
 pages = {22119}}

@inproceedings{Liu2017f,
 author = {Liu, B. and Pun, C. M.},
 title = {Multi-object splicing forgery detection using noise level difference},
 booktitle = {Proc. IEEE Conf. Dependable and Secure Computing},
 year = {2017},
 pages = {533--534}}

@unpublished{Liu2017b,
 author = {Liu, Chang and Kirchner, Matthias},
 title = {Linear Filter Kernel Estimation Based on Digital Camera Sensor Noise},
 year = {2017}}

@article{Liu2017a,
 author = {Liu, Qingzhong},
 title = {An approach to detecting JPEG down-recompression and seam carving forgery under recompression anti-forensics},
 journal = {Pattern Recognition},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {65},
 pages = {35--46}}

@article{Liu2017c,
 author = {Liu, Yaqi and Guan, Qingxiao and Zhao, Xianfeng},
 title = {Copy-move Forgery Detection based on Convolutional Kernel Network},
 journal = {arXiv},
 year = {2017}}

@article{Liu2017g,
 author = {Liu, Yaqi and Guan, Qingxiao and Zhao, Xianfeng},
 title = {Copy-move forgery detection based on convolutional kernel network},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@incollection{Liu2017d,
 author = {Liu, Yuying and Huang, Yonggang and Zhang, Jun and Liu, Xu and Shen, Hualei},
 title = {Noisy Smoothing Image Source Identification},
 booktitle = {Cyberspace Safety and Security},
 publisher = {Springer International Publishing},
 year = {2017},
 pages = {135--147}}

@incollection{Liu2017,
 author = {Liu, Yahui and Ni, Rongrong and Zhao, Yao},
 title = {Forensics of Operation History Including Image Blurring and Noise Addition based on Joint Features},
 booktitle = {Advances in Intelligent Information Hiding and Multimedia Signal Processing},
 publisher = {Springer},
 year = {2017}}

@article{Liu2017e,
 author = {Liu, Yong and Wang, Hong-Xia and Wu, Han-Zhou and Chen, Yi},
 title = {An Efficient Copy-Move Detection Algorithm Based on Superpixel Segmentation and Harris Key-Points},
 journal = {Cloud Computing and Security},
 publisher = {Springer},
 year = {2017}}

@article{Long2017,
 author = {Long, Min and Peng, Fei and Zhu, Yin},
 title = {Identifying natural images and computer generated graphics based on binary similarity measures of PRNU},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer Nature},
 year = {2017}}

@mastersthesis{Lopez2017,
 author = {López, Raquel Ramos},
 title = {Identificación De La Fuente En Vídeos De Dispositivos Móviles},
 school = {Departamento De Ingeniería del Software e Inteligencia Artificial Universidad Complutense de Madrid},
 year = {2017}}

@article{Luan2017,
 author = {Luan, Fujun and Paris, Sylvain and Shechtman, Eli and Bala, Kavita},
 title = {Deep Photo Style Transfer},
 journal = {arXiv},
 year = {2017}}

@article{Lyu2017,
 author = {Lyu, Y. and Shen, X. and Chen, H.},
 title = {Copy-Paste Detection Based on a SIFT Marked Graph Feature Vector},
 journal = {Chinese Journal of Electronics},
 year = {2017}}

@article{Mader2017,
 author = {Mader, Brandon and Banks, Martin S. and Farid, Hany},
 title = {Identifying Computer-Generated Portraits: The Importance of Training and Incentives},
 journal = {Perception},
 publisher = {SAGE Publications},
 year = {2017},
 volume = {46},
 number = {9},
 pages = {1062--1076}}

@article{Mahale2017,
 author = {Mahale, Vivek H. and Ali, Mouad M. H. and Yannawar, Pravin L. and Gaikwad, Ashok T.},
 title = {Image Inconsistency Detection Using Local Binary Pattern (LBP)},
 journal = {Procedia Computer Science},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {115},
 pages = {501--508}}

@article{Mahmood2017,
 author = {Mahmood, Toqeer and Irtaza, Aun and Mehmood, Zahid and Mahmood, Muhammad Tariq},
 title = {Copy–move forgery detection through stationary wavelets and local binary pattern variance for forensic analysis in digital images},
 journal = {Forensic Science International},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {279},
 pages = {8--21}}

@article{Mahmood2017a,
 author = {Mahmood, Toqeer and Mehmood, Zahid and Shah, Mohsin and Khan, Zakir},
 title = {An efficient forensic technique for exposing region duplication forgery in digital images},
 journal = {Applied Intelligence},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Maigrot2017,
 author = {Maigrot, Cedric and Kijak, Ewa and Sicre, Ronan and Claveau, Vincent},
 title = {Tampering Detection and Localization in Images from Social Networks: A CBIR Approach},
 journal = {Image Analysis and Processing - ICIAP 2017},
 publisher = {Springer},
 year = {2017}}

@electronic{Malik2017,
 author = {Malik, Parveen},
 title = {Limitation of PFA-Events as a Forensic Tool},
 year = {2017}}

@article{Malik2017a,
 author = {Malik, Parveen and Karthik, Kannan},
 title = {Iterative content adaptable purple fringe detection},
 journal = {Signal, Image and Video Processing},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@inproceedings{Mandelli2017,
 author = {Mandelli, Sara and Bondi, Luca and Lameri, Silvia and Lipari, Vincenzo and Bestagini, Paolo and Tubaro, Stefano},
 title = {Inpainting-based Camera Anonymization},
 booktitle = {Proc of the ICIP 2017},
 journal = {Pr},
 year = {2017}}

@inproceedings{Manu2017a,
 author = {Manu, V. T. and Mehtre, B. M.},
 title = {Blind technique using blocking artifacts and entropy of histograms for image tampering detection},
 booktitle = {Second International Workshop on Pattern Recognition},
 publisher = {SPIE},
 year = {2017}}

@article{Manu2017,
 author = {Manu, V. T. and Mehtre, B. M.},
 title = {Copy-move tampering detection using affine transformation property preservation on clustered keypoints},
 journal = {Signal, Image and Video Processing},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Marra2017,
 author = {Marra, Francesco and Poggi, Giovanni and Sansone, Carlo and Verdoliva, Luisa},
 title = {A deep learning approach for iris sensor model identification},
 journal = {Pattern Recognition Letters},
 publisher = {Elsevier BV},
 year = {2017}}

@article{Marra2017a,
 author = {Marra, F. and Poggi, G. and Sansone, C. and Verdoliva, L.},
 title = {Blind PRNU-Based Image Clustering for Source Identification},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {9},
 pages = {2197--2211}}

@article{Martire2017,
 author = {Martire, Kristy A. and Edmond, Gary and Navarro, Daniel J. and Newell, Ben R.},
 title = {On the likelihood of “encapsulating all uncertainty”},
 journal = {Science & Justice},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {57},
 number = {1},
 pages = {76--79}}

@inproceedings{Mayer2017,
 author = {Mayer, Owen and Stamm, Matthew C.},
 title = {Countering Anti-Forensics of Lateral Chromatic Aberration},
 booktitle = {Proceedings of the 5th ACM Workshop on Information Hiding and Multimedia Security - IHMMSec '17},
 publisher = {ACM Press},
 year = {2017}}

@article{MeenakshiSundaram2017,
 author = {Meenakshi Sundaram, A. and Nandini, C.},
 title = {ASRD: Algorithm for Spliced Region Detection in Digital Image Forensics},
 journal = {Software Engineering Trends and Techniques in Intelligent Systems},
 publisher = {Springer},
 year = {2017}}

@article{Misra2017,
 author = {Misra, Sridipta and Maheswaran, Muthucumaru and Hashmi, Salman},
 title = {Case Studies of Selected IoT Deployments},
 journal = {Security Challenges and Approaches in Internet of Things},
 publisher = {Springer},
 year = {2017}}

@article{Misra2017a,
 author = {Misra, Sridipta and Maheswaran, Muthucumaru and Hashmi, Salman},
 title = {System Model for the Internet of Things},
 journal = {Security Challenges and Approaches in Internet of Things},
 publisher = {Springer},
 year = {2017}}

@article{Misra2017b,
 author = {Misra, Sridipta and Maheswaran, Muthucumaru and Hashmi, Salman},
 title = {Vulnerable Features and Threats},
 journal = {Security Challenges and Approaches in Internet of Things},
 publisher = {Springer},
 year = {2017}}

@inproceedings{Monson2017,
 author = {Monson, N. S. and Kumar, K. V. M.},
 title = {Behaviour knowledge space-based fusion for image forgery detection},
 booktitle = {Proc. Int. Conf. Inventive Communication and Computational Technologies (ICICCT)},
 year = {2017},
 pages = {400--403}}

@mastersthesis{Munoz2017,
 author = {Muñoz, Santiago Gómez},
 title = {Integridad En Imágenes de Dispositivos Móviles},
 school = {Departamento de Ingeniería del Software e Inteligencia Artificial Universidad Complutense de Madrid},
 year = {2017}}

@article{Mushtaq2017,
 author = {Mushtaq, Saba and Mir, Ajaz Hussain},
 title = {Copy-Move forgery detection in images using grey-level run length matrix features},
 journal = {International Journal of Forensic Engineering},
 publisher = {Inderscience Publishers},
 year = {2017},
 volume = {3},
 number = {4},
 pages = {303}}

@inproceedings{Muzaffer2017,
 author = {Muzaffer, G. and Karaagacli, E. S. and Ulutas, G.},
 title = {Recent keypoint based copy move forgery detection techniques},
 booktitle = {Proc. Int. Artificial Intelligence and Data Processing Symp. (IDAP)},
 year = {2017},
 pages = {1--7}}

@inproceedings{Muzaffer2017b,
 author = {Muzaffer, G. and Ulutas, G.},
 title = {A fast and effective digital image copy move forgery detection with binarized SIFT},
 booktitle = {Proc. 40th Int. Conf. Telecommunications and Signal Processing (TSP)},
 year = {2017},
 pages = {595--598}}

@inproceedings{Muzaffer2017a,
 author = {Muzaffer, G. and Ulutaş, G. and Gedikli, E.},
 title = {PSO and SURF based digital image forgery detection},
 booktitle = {Proc. Int. Conf. Computer Science and Engineering (UBMK)},
 year = {2017},
 pages = {688--692}}

@article{Natale2017,
 author = {Natale, F. G. B. De and Boato, G.},
 title = {Detecting morphological filtering of binary images},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {PP},
 number = {99},
 pages = {1}}

@inproceedings{Nazli2017,
 author = {Nazli, M. N. and Maghari, A. Y. A.},
 title = {Comparison between image forgery detection algorithms},
 booktitle = {Proc. 8th Int. Conf. Information Technology (ICIT)},
 year = {2017},
 pages = {442--445}}

@article{Nematollahi2017,
 author = {Nematollahi, Mohammad Ali and Vorakulpipat, Chalee and Rosales, Hamurabi Gamboa},
 title = {Preliminary on Watermarking Technology},
 journal = {Digital Watermarking},
 publisher = {Springer},
 year = {2017}}

@article{Neubert2017,
 author = {Neubert, Tom},
 title = {Face Morphing Detection: An Approach Based on Image Degradation Analysis},
 journal = {Digital Forensics and Watermarking},
 publisher = {Springer},
 year = {2017}}

@article{Nguyen2017,
 author = {Nguyen, Rang M. H. and Brown, Michael S.},
 title = {RAW Image Reconstruction Using a Self-contained sRGB–JPEG Image with Small Memory Overhead},
 journal = {International Journal of Computer Vision},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Ni2017,
 author = {Ni, J. and Chen, C. and Shen, Z. and Shi, Y. Q.},
 title = {Blind Forensics of Successive Geometric Transformations in Digital Images using Spectral Method: Theory and Applications},
 journal = {IEEE Transactions on Image Processing},
 year = {2017},
 volume = {PP},
 number = {99},
 pages = {1}}

@article{Nightingale2017,
 author = {Nightingale, Sophie J. and Wade, Kimerley A. and Watson, Derrick G.},
 title = {Can people identify original and manipulated photos of real-world scenes?},
 journal = {Cognitive Research:Principles and Implications},
 year = {2017}}

@article{Niu2017,
 author = {Niu, Yakun and Zhao, Yao and Ni, RongRong},
 title = {Robust Median Filtering Detection based on Local Difference Descriptor},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2017}}

@article{Obara2017,
 author = {Obara, Y. U. K. I. and Yusuke, N. I. W. A. and Shigeo, W. A. D. A.},
 title = {Detection and Identification of Image Manipulation Based on Reversible Histogram Shift},
 journal = {Electronics and Communications in Japan},
 publisher = {Wiley-Blackwell},
 year = {2017},
 volume = {100},
 number = {9},
 pages = {13--22}}

@article{Pandey2017,
 author = {Pandey, Vishal Kumar and Singh, Jyotsna and Parthasarathy, Harish},
 title = {Algebraic technique for computationally efficient Hahn moment invariants},
 journal = {Multidimensional Systems and Signal Processing},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Park2017,
 author = {Park, Chun-Su and Choeh, Joon Yeon},
 title = {Fast and robust copy-move forgery detection based on scale-space representation},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Pasquini2017,
 author = {Pasquini, C. and Boato, G. and Pérez-González, F.},
 title = {Statistical Detection of JPEG Traces in Digital Images in Uncompressed Formats},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {12},
 pages = {2890--2905}}

@article{Peng2017,
 author = {Peng, Anjie and Wu, Yadong and Kang, Xiangui},
 title = {Revealing Traces of Image Resampling and Resampling Antiforensics},
 journal = {Advances in Multimedia},
 year = {2017}}

@inproceedings{Peng2017a,
 author = {Peng, B. and Wang, W. and Dong, J. and Tan, T.},
 title = {Position Determines Perspective: Investigating Perspective Distortion for Image Forensics of Faces},
 booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshops (CVPRW)},
 year = {2017},
 pages = {1813--1821}}

@article{Peng2017b,
 author = {Peng, B. and Wang, W. and Dong, J. and Tan, T.},
 title = {Image Forensics Based on Planar Contact Constraints of 3D Objects},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {PP},
 number = {99},
 pages = {1}}

@inproceedings{Peng2017d,
 author = {Peng, B. and Wang, W. and Dong, J. and Tan, T.},
 title = {Position Determines Perspective: Investigating Perspective Distortion for Image Forensics of Faces},
 booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshops (CVPRW)},
 year = {2017},
 pages = {1813--1821}}

@article{Peng2017c,
 author = {Peng, Fei and Hu, Xiao-hua and Long, Min},
 title = {Identification of Natural Images and Computer Generated Graphics Based on Multiple LBPs in Multicolor Spaces},
 journal = {Security, Privacy, and Anonymity in Computation, Communication, and Storage},
 publisher = {Springer},
 year = {2017}}

@inproceedings{Phan2017,
 author = {Phan, Quoc-Tin and Boato, Giulia and Natale, Francesco G. B. De},
 title = {Image Clustering by Source Camera via Sparse Representation},
 booktitle = {Proceedings of the 2nd International Workshop on Multimedia Forensics and Security - MFSec '17},
 publisher = {ACM Press},
 year = {2017}}

@inproceedings{Pourkashani2017,
 author = {Pourkashani, A. and Shahbahrami, A. and Fomani, B. A.},
 title = {Copy Move Forgery Detection Using Histogram Quantization of Cross Power Spectrum},
 booktitle = {Proc. Int. Conf. High Performance Computing Simulation (HPCS)},
 year = {2017},
 pages = {826--831}}

@incollection{Prakash2017,
 author = {Prakash, Choudhary Shyam and Anand, Kumar Vijay and Maheshkar, Sushila},
 title = {Detection of Copy-move Image Forgery Using Dct},
 booktitle = {Advances in Computational Intelligence},
 publisher = {Springer},
 year = {2017}}

@article{Prakash2017a,
 author = {Prakash, Choudhary Shyam and Maheshkar, Sushila},
 title = {Detection Algorithm for Copy-Move Forgery Based on Circle Block},
 journal = {Proceedings of International Conference on Computer Vision and Image Processing},
 publisher = {Springer},
 year = {2017}}

@article{Prakash2017b,
 author = {Prakash, Choudhary Shyam and Maheshkar, Sushila},
 title = {Copy-Move Forgery Detection Using DyWT},
 journal = {International Journal of Multimedia Data Engineering and Management (IJMDEM)},
 publisher = {IGI Global},
 year = {2017},
 volume = {8},
 number = {2},
 pages = {1--9}}

@article{Qiao2017,
 author = {Qiao, Tong and Retraint, Florent and Cogranne, Rémi and Thai, Thanh Hai},
 title = {Individual camera device identification from JPEG images},
 journal = {Signal Processing: Image Communication},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {52},
 pages = {74--86}}

@article{Qiao2017a,
 author = {Qiao, Tong and Zhu, Aichun and Retraint, Florent},
 title = {Exposing image resampling forgery by using linear parametric model},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Rahman2017,
 author = {Rahman, S. and Robles-Kelly, A.},
 title = {Estimating Reflectance Parameters, Light Direction, and Shape from a Single Multispectral Image},
 journal = {IEEE Transactions on Computational Imaging},
 year = {2017},
 volume = {PP},
 number = {99},
 pages = {1}}

@inproceedings{Rahmouni2017,
 author = {Rahmouni, N. and Nozick, V. and Yamagishi, J. and Echizen, I.},
 title = {Distinguishing computer graphics from natural images using convolution neural networks},
 booktitle = {Proc. IEEE Workshop Information Forensics and Security (WIFS)},
 year = {2017},
 pages = {1--6}}

@article{Rao2017,
 author = {Rao, B. Subrahmanyeswara},
 title = {A fuzzy fusion approach for modified contrast enhancement based image forensics against attacks},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Rao2017a,
 author = {Rao, Qiang and Wang, Jianjun},
 title = {Suppressing Random Artifacts in Reference Sensor Pattern Noise via Decorrelation},
 journal = {IEEE Signal Processing Letters},
 publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
 year = {2017},
 pages = {1--1}}

@article{Rao2017b,
 author = {Rao, Q. and Wang, J.},
 title = {Suppressing Random Artifacts in Reference Sensor Pattern Noise via Decorrelation},
 journal = {IEEE Signal Processing Letters},
 publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
 year = {2017},
 volume = {24},
 number = {6},
 pages = {809--813}}

@inproceedings{Resmi2017,
 author = {Resmi, M. R. and Vishnukumar, S.},
 title = {A novel segmentation based copy-move forgery detection in digital images},
 booktitle = {Proc. Int. Conf. Networks Advances in Computational Technologies (NetACT)},
 year = {2017},
 pages = {346--350}}

@unpublished{Rhee2017,
 author = {Rhee, Hyeon Kang},
 title = {Median filtering detection based on variations and residual in image forensics},
 year = {2017}}

@inproceedings{Rhee2017a,
 author = {Rhee, K. H.},
 title = {Forgery image detection of Gaussian filtering by support vector machine using edge characteristics},
 booktitle = {Proc. Ninth Int. Conf. Ubiquitous and Future Networks (ICUFN)},
 year = {2017},
 pages = {231--236}}

@inproceedings{Rhee2017b,
 author = {Rhee, K. H.},
 title = {Forgery image detection of Gaussian filtering by support vector machine using edge characteristics},
 booktitle = {Proc. Ninth Int. Conf. Ubiquitous and Future Networks (ICUFN)},
 year = {2017},
 pages = {231--236}}

@article{Rhee2017c,
 author = {Rhee, Kang Hyeon},
 title = {Detection of JPEG Compression Anti-Forensics},
 journal = {Journal of the Institute of Electronics and Information Engineers},
 year = {2017},
 volume = {54},
 number = {11}}

@article{Riad2017,
 author = {Riad, Imam and Fadlil, Abdul and Sari, Titi},
 title = {Image Forensic for detecting Splicing Image with Distance Function},
 journal = {International Journal of Computer Applications},
 year = {2017},
 volume = {169},
 number = {5},
 pages = {6--10}}

@incollection{Riess2017a,
 author = {Riess, Christian},
 title = {Illumination Analysis in Physics-Based Image Forensics: A Joint Discussion of Illumination Direction and Color},
 booktitle = {Digital Communication. Towards a Smart and Secure Future Internet},
 publisher = {Springer},
 year = {2017}}

@article{Riess2017,
 author = {Riess, Christian and Unberath, Mathias and Naderi, Farzad and Pfaller, Sven and Stamminger, Marc and Angelopoulou, Elli},
 title = {Handling multiple materials for exposure of digital forgeries using 2-D lighting environments},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 volume = {76},
 number = {4},
 pages = {4747}}

@inproceedings{Roy2017,
 author = {Roy, A. and Chakraborty, R. S. and Sameer, U. and Naskar, R.},
 title = {Camera Source Identification Using Discrete Cosine Transform Residue Features and Ensemble Classifier},
 booktitle = {Proc. IEEE Conf. Computer Vision and Pattern Recognition Workshops (CVPRW)},
 year = {2017},
 pages = {1848--1854}}

@article{Sachdev2017,
 author = {Sachdev, Kanica and Kaur, Mandeep and Gupta, Savita},
 title = {A Robust and Fast Technique to Detect Copy Move Forgery in Digital Images Using SLIC Segmentation and SURF Keypoints},
 journal = {Proceeding of International Conference on Intelligent Communication, Control and Devices},
 publisher = {Springer},
 year = {2017}}

@article{Sadeghi2017,
 author = {Sadeghi, Somayeh and Dadkhah, Sajjad and Jalab, Hamid A. and Mazzola, Giuseppe and Uliyan, Diaa},
 title = {State of the art in passive digital image forgery detection: copy-move image forgery},
 journal = {Pattern Analysis and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Saito2017,
 author = {Saito, Shota and Tomioka, Yoichi and Kitazawa, Hitoshi},
 title = {A Theoretical Framework for Estimating False Acceptance Rate of PRNU-based Camera Identification},
 journal = {IEEE Transactions on Information Forensics and Security},
 publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
 year = {2017},
 pages = {1--1}}

@article{Saito2017a,
 author = {Saito, S. and Tomioka, Y. and Kitazawa, H.},
 title = {A Theoretical Framework for Estimating False Acceptance Rate of PRNU-Based Camera Identification},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {9},
 pages = {2026--2035}}

@thesis{Salimi2017,
 author = {Salimi, Rahmat Nazali},
 title = {Deteksi Copy-move Untuk Forensik Citra Dengan Modifikasi Algoritma Duplication Detection Dan Robust Detection},
 school = {Jurusan Teknik Informatika Fakultas Teknologi Informasi Institut Teknologi Sepuluh Nopember Surabaya},
 year = {2017}}

@article{Salloum2017,
 author = {Salloum, Ronald and Ren, Yuzhuo and Kuo, C. C. Jay},
 title = {Image Splicing Localization Using A Multi-Task Fully Convolutional Network (MFCN)},
 journal = {ArXiv},
 year = {2017}}

@article{Sameer2017,
 author = {Sameer, Venkata Udaya and Naskar, Ruchira and Musthyala, Nikhita and Kokkalla, Kalyan},
 title = {Deep Learning Based Counter–Forensic Image Classification for Camera Model Identification},
 journal = {Digital Forensics and Watermarking},
 publisher = {Springer},
 year = {2017}}

@article{Schetinger2017,
 author = {Schetinger, Victor and Iuliani, Massimo and Piva, Alessandro and Oliveira, Manuel M.},
 title = {Image Forgery Detection confronts Image Composition},
 journal = {Computers & Graphics},
 publisher = {Elsevier BV},
 year = {2017}}

@article{Seibold2017,
 author = {Seibold, Clemens and Samek, Wojciech and Hilsmann, Anna and Eisert, Peter},
 title = {Detection of Face Morphing Attacks by Deep Learning},
 journal = {Digital Forensics and Watermarking},
 publisher = {Springer},
 year = {2017}}

@article{Senturk2017,
 author = {Senturk, Zehra Karapinar and Akgun, Devrim},
 title = {Seam carving based image resizing detection using hybrid features},
 journal = {Tehnicki vjesnik - Technical Gazette},
 publisher = {Mechanical Engineering Faculty in Slavonski Brod},
 year = {2017},
 volume = {24},
 number = {6}}

@article{Shelke2017,
 author = {Shelke, Priya Makarand and Prasad, Rajesh Shardanand},
 title = {Tradeoffs Between Forensics and Anti-Forensics of Digital Images},
 journal = {International Journal of Rough Sets and Data Analysis},
 publisher = {IGI Global},
 year = {2017},
 volume = {4},
 number = {2},
 pages = {92--105}}

@article{Shetty2017,
 author = {Shetty, Madhvaraj M. and Manjaiah, D. H.},
 title = {Challenges of Distributed Storage Systems in Internet of Things},
 journal = {Internet of Things: Novel Advances and Envisioned Applications},
 publisher = {Springer},
 year = {2017}}

@article{Shi2017a,
 author = {Shi, Chao and Law, Ngai-Fong and Leung, Frank H. F. and Siu, Wan-Chi},
 title = {A local variance based approach to alleviate the scene content interference for source camera identification},
 journal = {Digital Investigation},
 publisher = {Elsevier BV},
 year = {2017}}

@inproceedings{Shin2017,
 author = {Shin, Hyun Jun and Jeon, Jong Ju and Eom, Il Kyu},
 title = {Bayer CFA pattern identification using color difference model},
 booktitle = {Proc of the ICEIC 2017 International Conference on Electronics, Information, and Communication},
 year = {2017},
 pages = {187--188}}

@article{Shin2017a,
 author = {Shin, Hyun Jun and Jeon, Jong Ju and Eom, Il Kyu},
 title = {Color filter array pattern identification using variance of color difference image},
 journal = {Journal of Electronic Imaging},
 publisher = {SPIE-Intl Soc Optical Eng},
 year = {2017},
 volume = {26},
 number = {4},
 pages = {043015}}

@inproceedings{Sidere2017,
 author = {Sidere, N. and Cruz, F. and Coustaty, M. and Ogier, J. M.},
 title = {A dataset for forgery detection and spotting in document images},
 booktitle = {Proc. Seventh Int. Conf. Emerging Security Technologies (EST)},
 year = {2017},
 pages = {26--31}}

@article{Singh2017a,
 author = {Singh, Gurinder and Singh, Kulbir},
 title = {Improved JPEG anti-forensics with better image visual quality and forensic undetectability},
 journal = {Forensic Science International},
 publisher = {Elsevier BV},
 year = {2017},
 volume = {277},
 pages = {133--147}}

@article{Singh2017b,
 author = {Singh, Neetu and Gupta, Abhinav and Jain, Roop Chand},
 title = {Global Contrast Enhancement Based Image Forensics Using Statistical Features},
 journal = {Advances in Electrical and Electronic Engineering},
 publisher = {VSB Technical University of Ostrava, Faculty of Electrical Engineering and Computer Sciences},
 year = {2017},
 volume = {15},
 number = {3}}

@article{Singh2017,
 author = {Singh, Raahat Devender and Aggarwal, Naveen},
 title = {Video content authentication techniques: a comprehensive survey},
 journal = {Multimedia Systems},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Sivarathinabala2017,
 author = {Sivarathinabala, M. and Abirami, S. and Baskaran, R.},
 title = {A Study on Security and Surveillance System Using Gait Recognition},
 journal = {Intelligent Techniques in Signal Processing for Multimedia Security},
 publisher = {Springer},
 year = {2017}}

@article{Soize2017,
 author = {Soize, Christian},
 title = {Random Matrix Models and Nonparametric Method for Uncertainty Quantification},
 journal = {Handbook of Uncertainty Quantification},
 publisher = {Springer},
 year = {2017}}

@inproceedings{Soni2017,
 author = {Soni, Badal and Das, Pradip K. and Thounaojam, Dalton Meitei},
 title = {Copy-Move Tampering Detection based on Local Binary Pattern Histogram Fourier Feature},
 booktitle = {Proceedings of the 7th International Conference on Computer and Communication Technology - ICCCT-2017},
 publisher = {ACM Press},
 year = {2017}}

@inproceedings{Soobhany2017,
 author = {Soobhany, A. Ryad and Akbari, A. Sheikh and Schreuders, Z. C.},
 title = {Source Camera Identification Using Non-decimated Wavelet Transform},
 booktitle = {11th International Conference on Global Security, Safety & Sustainability},
 year = {2017}}

@article{Soobhany2017a,
 author = {Soobhany, A. R. and Sheikh Akbari, A. and Schreuders, Z. C.},
 title = {Reinforced source camera identification using non-decimated wavelet transform},
 journal = {IET International Conference on Biomedical Image and Signal Processing},
 year = {2017}}

@article{Su2017,
 author = {Su, Lichao and Li, Cuihua},
 title = {A novel passive forgery detection algorithm for video region duplication},
 journal = {Multidimensional Systems and Signal Processing},
 publisher = {Springer Nature},
 year = {2017}}

@article{Su2017a,
 author = {Su, Yuting and Jin, Xiao and Zhang, Chengqian and Chen, Yawei},
 title = {Hierarchical Image Resampling Detection Based on Blind Deconvolution},
 journal = {Journal of Visual Communication and Image Representation},
 publisher = {Elsevier BV},
 year = {2017}}

@article{SubrahmanyeswaraRao2017,
 author = {Subrahmanyeswara Rao, B.},
 title = {A fuzzy fusion approach for modified contrast enhancement based image forensics against attacks},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@inproceedings{Tariang2017,
 author = {Tariang, D. B. and Roy, A. and Chakraborty, R. S. and Naskar, R.},
 title = {Automated JPEG forgery detection with correlation based localization},
 booktitle = {Proc. IEEE Int. Conf. Multimedia Expo Workshops (ICMEW)},
 year = {2017},
 pages = {226--231}}

@inproceedings{Tarman2017,
 author = {Tarman and Saini, H.},
 title = {M-SIFT: A detection algorithm for copy move image forgery},
 booktitle = {Proc. Computing and Control (ISPCC) 2017 4th Int. Conf. Signal Processing},
 year = {2017},
 pages = {425--430}}

@article{Taspinar2017,
 author = {Taspinar, S. and Mohanty, M. and Memon, N.},
 title = {PRNU-Based Camera Attribution From Multiple Seam-Carved Images},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {12},
 pages = {3065--3080}}

@article{Taya2017,
 author = {Taya, Kunihiko and Takeda, Naoto and Kobayashi, Tadashi and Ozaki, Yoshiaki and Kuroki, Nobutaka},
 title = {Detecting Doctored JPEG Image Based on Block Noise Analysis and Double JPEG Analysis},
 journal = {IEEJ Transactions on Electronics, Information and Systems},
 publisher = {Institute of Electrical Engineers of Japan (IEE Japan)},
 year = {2017},
 volume = {137},
 number = {5},
 pages = {742--749}}

@inproceedings{Teerakanok2017,
 author = {Teerakanok, S. and Uehara, T.},
 title = {Digital Media Tampering Detection Techniques: An Overview},
 booktitle = {Proc. IEEE 41st Annual Computer Software and Applications Conf. (COMPSAC)},
 year = {2017},
 volume = {2},
 pages = {170--174}}

@inproceedings{Tembe2017,
 author = {Tembe, A. U. and Thombre, S. S.},
 title = {Survey of copy-paste forgery detection in digital image forensic},
 booktitle = {Proc. Int. Conf. Innovative Mechanisms for Industry Applications (ICIMIA)},
 year = {2017},
 pages = {248--252}}

@article{Teyssou2017,
 author = {Teyssou, Denis and Leung, Jean-Michel and Apostolidis, Evlampios and Apostolidis, Konstantinos and Papadopoulos, Symeon and Zampoglou, Markos and Papadopoulou, Olga and Mezaris, Vasileios},
 title = {The InVID Plug-in: Web Video Verification on the Browser},
 journal = {Proceedings of the 1st workshop on multimedia verification},
 year = {2017}}

@article{Thai2017,
 author = {Thai, T. H. and Cogranne, R. and Retraint, F. and Doan, T. N. C.},
 title = {JPEG Quantization Step Estimation and Its Applications to Digital Image Forensics},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {1},
 pages = {123--133}}

@article{Thai2017a,
 author = {Thai, T. H. and Cogranne, R. and Retraint, F. and Doan, T. N. C.},
 title = {JPEG Quantization Step Estimation and Its Applications to Digital Image Forensics},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {1},
 pages = {123--133}}

@article{Thirunavukkarasu2017,
 author = {Thirunavukkarasu, V. and Satheesh Kumar, J. and Chae, Gyoo Soo and Kishorkumar, J.},
 title = {Non-intrusive Forensic Detection Method Using DSWT with Reduced Feature Set for Copy-Move Image Tampering},
 journal = {Wireless Personal Communications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Tian2017,
 author = {Tian, Nili and Ling, Bingo Wing-Kuen and Qing, Chunmei and Yang, Zhijing},
 title = {Camera identification based on very low bit rate videos with overall noise pattern having time varying statistics},
 journal = {Multimedia Tools and Applications},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@article{Tirnaz2017,
 author = {Tirnaz, Mohammad Hossein and Bastan fard, Azam},
 title = {Identification of Manipulation in Digital Images through Hybrid Block-based and Key Points Algorithm},
 journal = {QUID},
 year = {2017},
 number = {28},
 pages = {78--92}}

@inproceedings{Tu2017,
 author = {Tu, H. K. and Thuong, L. T. and Synh, H. V. U. and San, H. T. and Khoa, H. Van},
 title = {Develop an algorithm for image forensics using feature comparison and sharpness estimation},
 booktitle = {Proc. Telecommunications Computing (SigTelCom) 2017 Int. Conf. Recent Advances in Signal Processing},
 year = {2017},
 pages = {82--87}}

@inproceedings{Tu2017a,
 author = {Tu, H. K. and Thuong, L. T. and Synh, H. V. U. and San, H. T. and Khoa, H. Van},
 title = {Develop an algorithm for image forensics using feature comparison and sharpness estimation},
 booktitle = {Proc. Telecommunications Computing (SigTelCom) 2017 Int. Conf. Recent Advances in Signal Processing},
 year = {2017},
 pages = {82--87}}

@inproceedings{Tuba2017,
 author = {Tuba, Viktor and Jovanovic, Raka and Tuba, Milan},
 title = {Digital image forgery detection based on shadow HSV inconsistency},
 booktitle = {2017 5th International Symposium on Digital Forensic and Security (ISDFS)},
 publisher = {IEEE},
 year = {2017}}

@inproceedings{Uliyan2017,
 author = {Uliyan, Diaa M. and Jalab, Hamid A. and Abuarqoub, Abdelrahman and Abu-Hashem, Muhannad},
 title = {Segmented-Based Region Duplication Forgery Detection Using MOD Keypoints and Texture Descriptor},
 booktitle = {Proceedings of the International Conference on Future Networks and Distributed Systems},
 publisher = {ACM},
 year = {2017},
 pages = {6:1--6:6}}

@article{Ulutas2017,
 author = {Ulutas, Guzin and Ustubioglu, Arda and Ustubioglu, Beste and Nabiyev, Vasif and Ulutas, Mustafa},
 title = {Medical Image Tamper Detection Based on Passive Image Authentication},
 journal = {Journal of Digital Imaging},
 publisher = {Springer},
 year = {2017},
 pages = {1}}

@inproceedings{Uestuebioglu2017,
 author = {Üstübioğlu, B. and Ulutaş, G. and Nabiyev, V. V. and Ulutaş, M. and Üstübioğlu, A.},
 title = {A fast detection method for frame duplication forgery based on correlation},
 booktitle = {Proc. 25th Signal Processing and Communications Applications Conf. (SIU)},
 year = {2017},
 pages = {1--4}}

@article{Valsesia2017a,
 author = {Valsesia, D. and Coluccia, G. and Bianchi, T. and Magli, E.},
 title = {User Authentication via PRNU-Based Physical Unclonable Functions},
 journal = {IEEE Transactions on Information Forensics and Security},
 year = {2017},
 volume = {12},
 number = {8},
 pages = {1941--1956}}

@article{Valsesia2017,
 author = {Valsesia, D. and Coluccia, G. and Bianchi, T. and MagliValsesia, E.},
 title = {User Authentication via PRNU-based Physical Unclonable Functions},
 journal = {IEEE Transactions on Information},
 year = {2017}}

@article{Vazquez-Padin2017,
 author = {Vázquez-Padín, David and Pérez-González, Fernando and Comesaña-Alfaro, Pedro},
 title = {Derivation of the Asymptotic Eigenvalue Distribution for Causal 2D-AR Models under Upscaling},
 journal = {arXiv},
 year = {2017}}