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Sijie Huan, Yunxia Liu, Yang Yang & Ngai-Fong Bonnie Law. (2024) Camera model identification based on dual-path enhanced ConvNeXt network and patches selected by uniform local binary pattern. Expert Systems with Applications 241, pages 122501.
Crossref
Crossref
Saurabh Agarwal & Ki-Hyun Jung. (2023) Exploring Symmetry in Digital Image Forensics Using a Lightweight Deep-Learning Hybrid Model for Multiple Smoothing Operators. Symmetry 15:12, pages 2096.
Crossref
Crossref
Sajjad Ahmed, Byungun Yoon, Sparsh Sharma, Saurabh Singh & Saiful Islam. (2023) General Image Manipulation Detection Using Feature Engineering and a Deep Feed-Forward Neural Network. Mathematics 11:21, pages 4537.
Crossref
Crossref
Sajjad Ahmed & Saiful Islam. (2023) Methods in detection of median filtering in digital images: a survey. Multimedia Tools and Applications 82:28, pages 43945-43965.
Crossref
Crossref
Zhuoran Chen, Yujin Zhang, Yongqi Wang, Jin Tian & Fei Wu. (2023) Robust Image Inpainting Forensics by Using an Attention-Based Feature Pyramid Network. Applied Sciences 13:16, pages 9196.
Crossref
Crossref
Saurabh Agarwal & Ki-Hyun Jung. (2023) Median filtering detection using optimal multi-direction threshold on higher-order difference pixels. Multimedia Tools and Applications 82:20, pages 30875-30893.
Crossref
Crossref
Vinay Verma, Deepak Singh & Nitin Khanna. (2023) Block-level double JPEG compression detection for image forgery localization. Multimedia Tools and Applications.
Crossref
Crossref
Shobhit Tyagi & Divakar Yadav. (2022) MiniNet: a concise CNN for image forgery detection. Evolving Systems 14:3, pages 545-556.
Crossref
Crossref
Shobhit Tyagi & Divakar Yadav. (2022) A detailed analysis of image and video forgery detection techniques. The Visual Computer 39:3, pages 813-833.
Crossref
Crossref
Pabitra Roy, Shyamali Mitra & Nibaran Das. 2023. Proceedings of International Conference on Data, Electronics and Computing. Proceedings of International Conference on Data, Electronics and Computing
289
301
.
Ankit Kumar Jaiswal & Rajeev Srivastava. 2023. Role of Data-Intensive Distributed Computing Systems in Designing Data Solutions. Role of Data-Intensive Distributed Computing Systems in Designing Data Solutions
111
127
.
Francesco Picetti, Sara Mandelli, Paolo Bestagini, Vincenzo Lipari & Stefano Tubaro. (2022) DIPPAS: a deep image prior PRNU anonymization scheme. EURASIP Journal on Information Security 2022:1.
Crossref
Crossref
Lei Liu, Peng Sun, Yubo Lang, Jingjiao Li & Shaopei Shi. (2022) Splicing forgery localization via noise fingerprint incorporated with CFA configuration. Forensic Science International 340, pages 111464.
Crossref
Crossref
Yuanhang Huang, Shan Bian, Haodong Li, Chuntao Wang & Kangshun Li. (2022) DS-UNet: A dual streams UNet for refined image forgery localization. Information Sciences 610, pages 73-89.
Crossref
Crossref
Yanli Chen, Florent Retraint & Tong Qiao. (2022) Image splicing forgery detection using simplified generalized noise model. Signal Processing: Image Communication 107, pages 116785.
Crossref
Crossref
Vittoria Bruni, Michela Tartaglione & Domenico Vitulano. (2021) Coherence of PRNU weighted estimations for improved source camera identification. Multimedia Tools and Applications 81:16, pages 22653-22676.
Crossref
Crossref
Haiwei Wu, Jiantao Zhou, Jinyu Tian & Jun Liu. (2022) Robust Image Forgery Detection over Online Social Network Shared Images. Robust Image Forgery Detection over Online Social Network Shared Images.
Syed Tufael Nabi, Munish Kumar, Paramjeet Singh, Naveen Aggarwal & Krishan Kumar. (2022) A comprehensive survey of image and video forgery techniques: variants, challenges, and future directions. Multimedia Systems 28:3, pages 939-992.
Crossref
Crossref
Dengyun Xu, Xuanjing Shen, Yingda Lyu, Xiaoyu Du & Fuli Feng. (2022) MC‐Net: Learning mutually‐complementary features for image manipulation localization. International Journal of Intelligent Systems 37:5, pages 3072-3089.
Crossref
Crossref
Haipeng Chen, Chaoqun Chang, Zenan Shi & Yingda Lyu. (2021) Hybrid features and semantic reinforcement network for image forgery detection. Multimedia Systems 28:2, pages 363-374.
Crossref
Crossref
Ali Hassani, Hafiz Malik & Jon Diedrich. (2022) Efficiently Mitigating Face-Swap-Attacks: Compressed-PRNU Verification with Sub-Zones. Technologies 10:2, pages 46.
Crossref
Crossref
Haiwei Wu & Jiantao Zhou. (2022) IID-Net: Image Inpainting Detection Network via Neural Architecture Search and Attention. IEEE Transactions on Circuits and Systems for Video Technology 32:3, pages 1172-1185.
Crossref
Crossref
Surbhi Gupta, Neeraj Mohan & Priyanka Kaushal. (2021) Passive image forensics using universal techniques: a review. Artificial Intelligence Review 55:3, pages 1629-1679.
Crossref
Crossref
Yanli Chen, Florent Retraint & Tong Qiao. (2022) Detecting Spliced Image Based on Simplified Statistical Model. Detecting Spliced Image Based on Simplified Statistical Model.
Yanli Chen, Tong Qiao, Florent Retraint & Gengran Hu. (2022) Efficient Privacy-Preserving Forensic Method for Camera Model Identification. IEEE Transactions on Information Forensics and Security 17, pages 2378-2393.
Crossref
Crossref
Haiwei Wu, Jiantao Zhou, Jinyu Tian, Jun Liu & Yu Qiao. (2022) Robust Image Forgery Detection Against Transmission Over Online Social Networks. IEEE Transactions on Information Forensics and Security 17, pages 443-456.
Crossref
Crossref
Sara Mandelli, Nicolò Bonettini & Paolo Bestagini. 2022. Multimedia Forensics. Multimedia Forensics
133
173
.
Matthias Kirchner. 2022. Multimedia Forensics. Multimedia Forensics
65
88
.
Alessandro Piva & Massimo Iuliani. 2022. Multimedia Forensics. Multimedia Forensics
363
387
.
Sajjad Ahmed & Saiful Islam. 2022. Applied Information Processing Systems. Applied Information Processing Systems
167
175
.
Sebastiano Battiato, Oliver Giudice, Francesco Guarnera & Giovanni Puglisi. (2021) Estimating Previous Quantization Factors on Multiple JPEG Compressed Images. EURASIP Journal on Information Security 2021:1.
Crossref
Crossref
Xin Liao, Jing Chen & Jiaxin Chen. (2021) Image source identification with known post-processed based on convolutional neural network. Signal Processing: Image Communication 99, pages 116438.
Crossref
Crossref
Sujoy Chakraborty & Matthias Kirchner. (2021) Sensor-based image manipulation localization with Discriminative Random fields and Graph Cut. Journal of Visual Communication and Image Representation 80, pages 103273.
Crossref
Crossref
Haiwei Wu & Jiantao Zhou. (2021) GIID-NET: Generalizable Image Inpainting Detection Network. GIID-NET: Generalizable Image Inpainting Detection Network.
Chunfang Yu, Jizhe Zhou & Qin Li. (2021) Multi-Supervised Encoder-Decoder for Image Forgery Localization. Electronics 10:18, pages 2255.
Crossref
Crossref
Thi Ngoc Canh Doan, Florent Retraint & Cathel Zitzmann. (2021) Image tampering detection based on a statistical model. Multimedia Tools and Applications 80:21-23, pages 32905-32924.
Crossref
Crossref
Bo Wang, Yue Wang, Jiayao Hou, Xue Sui & Meineng Zhu. (2021) Discriminative feature projection for camera model identification of recompressed images. Multimedia Tools and Applications 80:19, pages 29719-29743.
Crossref
Crossref
Changhui You, Hong Zheng, Zhongyuan Guo, Tianyu Wang & Xiongbin Wu. (2021) Multiscale Content-Independent Feature Fusion Network for Source Camera Identification. Applied Sciences 11:15, pages 6752.
Crossref
Crossref
Xufeng Lin & Chang-Tsun Li. (2021) On Constructing A Better Correlation Predictor For Prnu-Based Image Forgery Localization. On Constructing A Better Correlation Predictor For Prnu-Based Image Forgery Localization.
Ana L. Quintanar-Reséndiz, Francisco Rodríguez-Santos, Josué L. Pichardo-Méndez, Guillermo Delgado-Gutiérrez, Omar Jiménez Ramírez & Rubén Vázquez-Medina. (2021) Capture device identification from digital images using Kullback-Leibler divergence. Multimedia Tools and Applications 80:13, pages 19513-19538.
Crossref
Crossref
Abdul Muntakim Rafi, Thamidul Islam Tonmoy, Uday Kamal, Q. M. Jonathan Wu & Md. Kamrul Hasan. (2020) RemNet: remnant convolutional neural network for camera model identification. Neural Computing and Applications 33:8, pages 3655-3670.
Crossref
Crossref
Sujoy Chakraborty. (2021) Effect of JPEG compression on Sensor-based Image Forensics. Effect of JPEG compression on Sensor-based Image Forensics.
Gurinder Singh & Puneet Goyal. (2021) GIMD-Net: An effective General-purpose Image Manipulation Detection Network, even under anti-forensic attacks. GIMD-Net: An effective General-purpose Image Manipulation Detection Network, even under anti-forensic attacks.
Lars de Roos & Zeno Geradts. (2021) Factors that Influence PRNU-Based Camera-Identification via Videos. Journal of Imaging 7:1, pages 8.
Crossref
Crossref
Hui Lin, Yan Wo, Yuanlu Wu, Ke Meng & Guoqiang Han. (2021) Robust source camera identification against adversarial attacks. Computers & Security 100, pages 102079.
Crossref
Crossref
Yonggang Huang, Lei Pan, Wei Luo, Yahui Han & Jun Zhang. 2021. Cyber Security Meets Machine Learning. Cyber Security Meets Machine Learning
27
56
.
Hui Zeng, Kang Deng & Anjie Peng. 2021. Digital Forensics and Watermarking. Digital Forensics and Watermarking
224
236
.
Benjamin Hadwiger & Christian Riess. 2021. Pattern Recognition. ICPR International Workshops and Challenges. Pattern Recognition. ICPR International Workshops and Challenges
500
515
.
Hongwei Yao, Ming Xu, Tong Qiao, Yiming Wu & Ning Zheng. (2020) Image Forgery Detection and Localization via a Reliability Fusion Map. Sensors 20:22, pages 6668.
Crossref
Crossref
Venkata Udaya Sameer & Ruchira Naskar. (2020) Deep siamese network for limited labels classification in source camera identification. Multimedia Tools and Applications 79:37-38, pages 28079-28104.
Crossref
Crossref
Changhee Kang & Sang-ug Kang. (2019) Camera model identification using a deep network and a reduced edge dataset. Neural Computing and Applications 32:17, pages 13139-13146.
Crossref
Crossref
Yifang Chen, Zheng Wang, Z. Jane Wang & Xiangui Kang. (2020) Automated Design of Neural Network Architectures With Reinforcement Learning for Detection of Global Manipulations. IEEE Journal of Selected Topics in Signal Processing 14:5, pages 997-1011.
Crossref
Crossref
Aanchal Agarwal & Abhinav Gupta. (2020) A maximum relevancy and minimum redundancy feature selection approach for median filtering forensics. Multimedia Tools and Applications 79:29-30, pages 21743-21770.
Crossref
Crossref
Nayan Moni Baishya & Prabin Kumar Bora. (2020) Luminance Channel Based Camera Model Identification. Luminance Channel Based Camera Model Identification.
Yijun Quan, Chang-Tsun Li, Yujue Zhou & Li Li. (2020) Warwick Image Forensics Dataset for Device Fingerprinting in Multimedia Forensics. Warwick Image Forensics Dataset for Device Fingerprinting in Multimedia Forensics.
Ram Padmanabhan, Swaroop Damodaran, Vidush Navkesh Batra & Sanjeev Gurugopinath. (2020) A Convolutional Neural Network Architecture for Camera Model Identification with Small Datasets. A Convolutional Neural Network Architecture for Camera Model Identification with Small Datasets.
Florent Retraint & Cathel Zitzmann. (2020) Quality factor estimation of JPEG images using a statistical model. Digital Signal Processing, pages 102759.
Crossref
Crossref
Joybrata Sarkar & Ruchira Naskar. (2020) A Curve Fitting Thresholding Approach for Forensic Source Identification of JPEG Compressed Images. A Curve Fitting Thresholding Approach for Forensic Source Identification of JPEG Compressed Images.
Bo Wang, Kun Zhong, Zihao Shan, Mei Neng Zhu & Xue Sui. (2020) A unified framework of source camera identification based on features. Forensic Science International 307, pages 110109.
Crossref
Crossref
Lu Liu, Yao Zhao, Rongrong Ni & Qi Tian. 2020. Cyber Warfare and Terrorism. Cyber Warfare and Terrorism
1379
1394
.
Owen Mayer & Matthew C. Stamm. (2020) Forensic Similarity for Digital Images. IEEE Transactions on Information Forensics and Security 15, pages 1331-1346.
Crossref
Crossref
Yijun Quan, Xufeng Lin & Chang-Tsun Li. (2020) Provenance Inference for Instagram Photos Through Device Fingerprinting. IEEE Access 8, pages 168309-168320.
Crossref
Crossref
Giulia Boato, Duc-Tien Dang-Nguyen & Francesco G. B. De Natale. (2020) Morphological Filter Detector for Image Forensics Applications. IEEE Access 8, pages 13549-13560.
Crossref
Crossref
Aniket Roy, Rahul Dixit, Ruchira Naskar & Rajat Subhra ChakrabortyAniket Roy, Rahul Dixit, Ruchira Naskar & Rajat Subhra Chakraborty. 2020. Digital Image Forensics. Digital Image Forensics
11
26
.
Abdul Muntakim Rafi, Jonathan Wu & Md. Kamrul Hasan. 2020. Computer Vision – ECCV 2020 Workshops. Computer Vision – ECCV 2020 Workshops
267
282
.
Xuefeng Hu, Zhihan Zhang, Zhenye Jiang, Syomantak Chaudhuri, Zhenheng Yang & Ram Nevatia. 2020. Computer Vision – ECCV 2020. Computer Vision – ECCV 2020
312
328
.
Hui Zeng, Anjie Peng & Xiangui Kang. 2020. Artificial Intelligence and Security. Artificial Intelligence and Security
98
108
.
Nordiana Rahim & Cik Feresa Mohd Foozy. 2020. Recent Advances on Soft Computing and Data Mining. Recent Advances on Soft Computing and Data Mining
283
296
.
Sharan Seshadri, K. R. Akshatha, A. K. Karunakar & Kelvin Harrison Paul. 2020. Advances in Computer Vision. Advances in Computer Vision
246
255
.
Matthias Kirchner & Cameron Johnson. (2019) SPN-CNN: Boosting Sensor-Based Source Camera Attribution With Deep Learning. SPN-CNN: Boosting Sensor-Based Source Camera Attribution With Deep Learning.
Venkata Udaya Sameer, Ruchira Naskar & Sowjanya Modalavalasa. (2019) Mitigating Adaptive PRNU Denoising in Camera Model Identification: An Anti–Counter Forensic Approach. Mitigating Adaptive PRNU Denoising in Camera Model Identification: An Anti–Counter Forensic Approach.
Nicolo Bonettini, David Guera, Luca Bondi, Paolo Bestagini, Edward J. Delp & Stefano Tubaro. (2019) Image Anonymization Detection with Deep Handcrafted Features. Image Anonymization Detection with Deep Handcrafted Features.
Jawadul H. Bappy, Cody Simons, Lakshmanan Nataraj, B. S. Manjunath & Amit K. Roy-Chowdhury. (2019) Hybrid LSTM and Encoder–Decoder Architecture for Detection of Image Forgeries. IEEE Transactions on Image Processing 28:7, pages 3286-3300.
Crossref
Crossref
Sahib Khan & Tiziano Bianchi. (2019) Fast Image Clustering Based on Camera Fingerprint Ordering. Fast Image Clustering Based on Camera Fingerprint Ordering.
Sahib Khan & Tiziano Bianchi. (2019) Reduced Complexity Image Clustering Based on Camera Fingerprints. Reduced Complexity Image Clustering Based on Camera Fingerprints.
Diego Valsesia, Giulio Coluccia, Tiziano Bianchi & Enrico Magli. (2019) ToothPic: Camera-Based Image Retrieval on Large Scales. IEEE MultiMedia 26:2, pages 33-43.
Crossref
Crossref
Yihua Zhao, Ning Zheng, Tong Qiao & Ming Xu. (2018) Source camera identification via low dimensional PRNU features. Multimedia Tools and Applications 78:7, pages 8247-8269.
Crossref
Crossref
Luca Bondi, Paolo Bestagini, Fernando Perez-Gonzalez & Stefano Tubaro. (2019) Improving PRNU Compression Through Preprocessing, Quantization, and Coding. IEEE Transactions on Information Forensics and Security 14:3, pages 608-620.
Crossref
Crossref
Massimo Iuliani, Marco Fontani, Dasara Shullani & Alessandro Piva. (2019) Hybrid reference-based Video Source Identification. Sensors 19:3, pages 649.
Crossref
Crossref
Farah Ahmed, Fouad Khelifi, Ashref Lawgaly & Ahmed Bouridane. (2019) Comparative Analysis of a Deep Convolutional Neural Network for Source Camera Identification. Comparative Analysis of a Deep Convolutional Neural Network for Source Camera Identification.
Huawei Tian, Yanhui Xiao, Gang Cao, Yongsheng Zhang, Zhiyin Xu & Yao Zhao. (2019) Daxing Smartphone Identification Dataset. IEEE Access 7, pages 101046-101053.
Crossref
Crossref
Pedro Ribeiro Mendes Junior, Luca Bondi, Paolo Bestagini, Stefano Tubaro & Anderson Rocha. (2019) An In-Depth Study on Open-Set Camera Model Identification. IEEE Access 7, pages 180713-180726.
Crossref
Crossref
Xinghao Ding, Yunshu Chen, Zhen Tang & Yue Huang. (2019) Camera Identification Based on Domain Knowledge-Driven Deep Multi-Task Learning. IEEE Access 7, pages 25878-25890.
Crossref
Crossref
Yijun Quan, Xufeng Lin & Chang-Tsun Li. 2019. Data Mining. Data Mining
372
383
.
Mayank Tiwari & Bhupendra Gupta. 2019. Advances in Computer Communication and Computational Sciences. Advances in Computer Communication and Computational Sciences
281
288
.
Erwin Quiring, Matthias Kirchner & Konrad Rieck. 2019. Computer Security – ESORICS 2019. Computer Security – ESORICS 2019
450
470
.
Vittoria Bruni, Alessandra Salvi & Domenico Vitulano. 2019. Computer Analysis of Images and Patterns. Computer Analysis of Images and Patterns
245
256
.
Nicolo Bonettini, Luca Bondi, Paolo Bestagini & Stefano Tubaro. (2018) JPEG Implementation Forensics Based on Eigen-Algorithms. JPEG Implementation Forensics Based on Eigen-Algorithms.
Yonggang Huang, Longbing Cao, Jun Zhang, Lei Pan & Yuying Liu. (2018) Exploring Feature Coupling and Model Coupling for Image Source Identification. IEEE Transactions on Information Forensics and Security 13:12, pages 3108-3121.
Crossref
Crossref
Nhan Le & Florent Retraint. (2018) Statistical Detector of Resampled TIFF Images. Statistical Detector of Resampled TIFF Images.
Nhan Le & Florent Retraint. (2018) Statistical Detector of Resampled TIFF Images. Statistical Detector of Resampled TIFF Images.
Mayank Tiwari & Bhupendra Gupta. (2018) Efficient PRNU Extraction Using Joint Edge-Preserving Filtering for Source Camera Identification and Verification. Efficient PRNU Extraction Using Joint Edge-Preserving Filtering for Source Camera Identification and Verification.
Belhassen Bayar & Matthew C. Stamm. (2018) Constrained Convolutional Neural Networks: A New Approach Towards General Purpose Image Manipulation Detection. IEEE Transactions on Information Forensics and Security 13:11, pages 2691-2706.
Crossref
Crossref
Xufeng Lin & Chang-Tsun Li. (2018) Rotation-invariant Binary Representation of Sensor Pattern Noise for Source-Oriented Image and Video Clustering. Rotation-invariant Binary Representation of Sensor Pattern Noise for Source-Oriented Image and Video Clustering.
Bhupendra Gupta & Mayank Tiwari. (2018) An empirical cross-validation of denoising filters for PRNU extraction. Forensic Science International 292, pages 110-114.
Crossref
Crossref
Lu Liu, Yao Zhao, Rongrong Ni & Qi Tian. (2018) Copy-Move Forgery Localization Using Convolutional Neural Networks and CFA Features. International Journal of Digital Crime and Forensics 10:4, pages 140-155.
Crossref
Crossref
Francesco Marra, Giovanni Poggi, Carlo Sansone & Luisa Verdoliva. (2018) A deep learning approach for iris sensor model identification. Pattern Recognition Letters 113, pages 46-53.
Crossref
Crossref
Bo Wang, Jianfeng Yin, Shunquan Tan, Yabin Li & Ming Li. (2018) Source camera model identification based on convolutional neural networks with local binary patterns coding. Signal Processing: Image Communication 68, pages 162-168.
Crossref
Crossref
Nicolo Bonettini, Luca Bondi, Sara Mandelli, Paolo Bestagini, Stefano Tubaro & David Guera. (2018) Fooling PRNU-Based Detectors Through Convolutional Neural Networks. Fooling PRNU-Based Detectors Through Convolutional Neural Networks.
Erwin Quiring & Konrad Rieck. (2018) Adversarial Machine Learning Against Digital Watermarking. Adversarial Machine Learning Against Digital Watermarking.
Bhupendra Gupta & Mayank Tiwari. (2018) Improving Performance of Source-Camera Identification By Suppressing Peaks and Eliminating Low-Frequency Defects of Reference SPN. IEEE Signal Processing Letters 25:9, pages 1340-1343.
Crossref
Crossref
Vinay Verma, Nikita Agarwal & Nitin Khanna. (2018) DCT-domain deep convolutional neural networks for multiple JPEG compression classification. Signal Processing: Image Communication 67, pages 22-33.
Crossref
Crossref
Sajjad Ahmed & Saiful Islam. (2018) Median filter detection through streak area analysis. Digital Investigation 26, pages 100-106.
Crossref
Crossref
Venkata Udaya Sameer, Sugumaran S & Ruchira Naskar. (2018)
K
‐unknown models detection through clustering in blind source camera identification
. IET Image Processing 12:7, pages 1204-1213.
Crossref
Crossref
Aniket Roy, Diangarti Bhalang Tariang, Rajat Subhra Chakraborty & Ruchira Naskar. (2018) Discrete Cosine Transform Residual Feature Based Filtering Forgery and Splicing Detection in JPEG Images. Discrete Cosine Transform Residual Feature Based Filtering Forgery and Splicing Detection in JPEG Images.
Owen Mayer & Matthew C. Stamm. (2018) Learned Forensic Source Similarity for Unknown Camera Models. Learned Forensic Source Similarity for Unknown Camera Models.
Belhassen Bayar & Matthew C. Stamm. (2018) Towards Open Set Camera Model Identification Using a Deep Learning Framework. Towards Open Set Camera Model Identification Using a Deep Learning Framework.
Erwin Quiring, Daniel Arp & Konrad Rieck. (2018) Forgotten Siblings: Unifying Attacks on Machine Learning and Digital Watermarking. Forgotten Siblings: Unifying Attacks on Machine Learning and Digital Watermarking.
Udaya Sameer Venkata & Ruchira Naskar. (2018) Eliminating the effects of illumination condition in feature based camera model identification. Journal of Visual Communication and Image Representation 52, pages 24-32.
Crossref
Crossref
Mayank Tiwari & Bhupendra Gupta. (2018) Image features dependant correlation-weighting function for efficient PRNU based source camera identification. Forensic Science International 285, pages 111-120.
Crossref
Crossref
David Guera, Fengqing Zhu, Sri Kalyan Yarlagadda, Stefano Tubaro, Paolo Bestagini & Edward J. Delp. (2018) Reliability Map Estimation for CNN-Based Camera Model Attribution. Reliability Map Estimation for CNN-Based Camera Model Attribution.
H.‐G. Kim, J.‐S. Park, D.‐G. Kim & H.‐K. Lee. (2018) Two‐stream neural networks to detect manipulation of JPEG compressed images. Electronics Letters 54:6, pages 354-355.
Crossref
Crossref
Bhupendra Gupta & Mayank Tiwari. (2018) Improving source camera identification performance using DCT based image frequency components dependent sensor pattern noise extraction method. Digital Investigation 24, pages 121-127.
Crossref
Crossref
Ruizhe Li, Chang-Tsun Li & Yu Guan. (2018) Inference of a compact representation of sensor fingerprint for source camera identification. Pattern Recognition 74, pages 556-567.
Crossref
Crossref
Tong Qiao & Florent Retraint. (2018) Identifying Individual Camera Device From RAW Images. IEEE Access 6, pages 78038-78054.
Crossref
Crossref
Hongwei Yao, Tong Qiao, Ming Xu & Ning Zheng. (2018) Robust Multi-Classifier for Camera Model Identification Based on Convolution Neural Network. IEEE Access 6, pages 24973-24982.
Crossref
Crossref
Venkata Udaya Sameer & Ruchira Naskar. 2018. Information Security Practice and Experience. Information Security Practice and Experience
37
49
.
Yabin Li, Bo Wang, Kun Chong & Yanqing Guo. 2018. Machine Learning and Intelligent Communications. Machine Learning and Intelligent Communications
168
177
.
Venkata Udaya Sameer, Ishaan Dali & Ruchira Naskar. 2018. Information Systems Security. Information Systems Security
291
303
.
Jinseok Park, Donghyeon Cho, Wonhyuk Ahn & Heung-Kyu Lee. 2018. Computer Vision – ECCV 2018. Computer Vision – ECCV 2018
656
672
.
Chang-Tsun Li & Xufeng Lin. (2017) A fast source-oriented image clustering method for digital forensics. EURASIP Journal on Image and Video Processing 2017:1.
Crossref
Crossref
Dasara Shullani, Marco Fontani, Massimo Iuliani, Omar Al Shaya & Alessandro Piva. (2017) VISION: a video and image dataset for source identification. EURASIP Journal on Information Security 2017:1.
Crossref
Crossref
Luca Bondi, Fernando Perez-Gonzalez, Paolo Bestagini & Stefano Tubaro. (2017) Design of projection matrices for PRNU compression. Design of projection matrices for PRNU compression.
Thi Ngoc Canh Doan, Florent Retraint & Cathel Zitzmann. (2017) Blind forensics tool of falsification for RAW images. Blind forensics tool of falsification for RAW images.
Paweł Korus. (2017) Digital image integrity – a survey of protection and verification techniques. Digital Signal Processing 71, pages 1-26.
Crossref
Crossref
Arash Rashidi & Farbod Razzazi. (2017) Single image camera identification using I-vectors. Single image camera identification using I-vectors.
Le-Bing Zhang, Fei Peng & Min Long. (2017) Identifying source camera using guided image estimation and block weighted average. Journal of Visual Communication and Image Representation 48, pages 471-479.
Crossref
Crossref
Saeed Sarreshtedari, Aliazam Abbasfar & Mohammad Ali Akhaee. (2017) A joint source–channel coding approach to digital image self-recovery. Signal, Image and Video Processing 11:7, pages 1371-1378.
Crossref
Crossref
Francesco Marra, Giovanni Poggi, Carlo Sansone & Luisa Verdoliva. (2017) Blind PRNU-Based Image Clustering for Source Identification. IEEE Transactions on Information Forensics and Security 12:9, pages 2197-2211.
Crossref
Crossref
Yunshu Chen, Yue Huang & Xinghao Ding. (2017) Camera model identification with residual neural network. Camera model identification with residual neural network.
Belhassen Bayar & Matthew C. Stamm. (2017) Augmented convolutional feature maps for robust CNN-based camera model identification. Augmented convolutional feature maps for robust CNN-based camera model identification.
Sara Mandelli, Luca Bondi, Silvia Lameri, Vincenzo Lipari, Paolo Bestagini & Stefano Tubaro. (2017) Inpainting-Based camera anonymization. Inpainting-Based camera anonymization.
Chao Shi, Ngai-Fong Law, Frank H.F. Leung & Wan-Chi Siu. (2017) A local variance based approach to alleviate the scene content interference for source camera identification. Digital Investigation 22, pages 74-87.
Crossref
Crossref
Hui Zeng, Jingxian Liu, Jingjing Yu, Xiangui Kang, Yun Qing Shi & Z. Jane Wang. (2017) A Framework of Camera Source Identification Bayesian Game. IEEE Transactions on Cybernetics 47:7, pages 1757-1768.
Crossref
Crossref
Luca Bondi, Silvia Lameri, David Guera, Paolo Bestagini, Edward J. Delp & Stefano Tubaro. (2017) Tampering Detection and Localization Through Clustering of Camera-Based CNN Features. Tampering Detection and Localization Through Clustering of Camera-Based CNN Features.
Aniket Roy, Rajat Subhra Chakraborty, Udaya Sameer & Ruchira Naskar. (2017) Camera Source Identification Using Discrete Cosine Transform Residue Features and Ensemble Classifier. Camera Source Identification Using Discrete Cosine Transform Residue Features and Ensemble Classifier.
Qiang Rao & Jianjun Wang. (2017) Suppressing Random Artifacts in Reference Sensor Pattern Noise via Decorrelation. IEEE Signal Processing Letters 24:6, pages 809-813.
Crossref
Crossref
Hak-Yeol Choi, Han-Ul Jang, Dongkyu Kim, Jeongho Son, Seung-Min Mun, Sunghee Choi & Heung-Kyu Lee. (2017) Detecting composite image manipulation based on deep neural networks. Detecting composite image manipulation based on deep neural networks.
Luca Bondi, Luca Baroffio, David Guera, Paolo Bestagini, Edward J. Delp & Stefano Tubaro. (2017) First Steps Toward Camera Model Identification With Convolutional Neural Networks. IEEE Signal Processing Letters 24:3, pages 259-263.
Crossref
Crossref
Tong Qiao, Florent Retraint, Rémi Cogranne & Thanh Hai Thai. (2017) Individual camera device identification from JPEG images. Signal Processing: Image Communication 52, pages 74-86.
Crossref
Crossref
Ashref Lawgaly & Fouad Khelifi. (2017) Sensor Pattern Noise Estimation Based on Improved Locally Adaptive DCT Filtering and Weighted Averaging for Source Camera Identification and Verification. IEEE Transactions on Information Forensics and Security 12:2, pages 392-404.
Crossref
Crossref
Francesco Marra, Giovanni Poggi, Carlo Sansone & Luisa Verdoliva. (2016) A study of co-occurrence based local features for camera model identification. Multimedia Tools and Applications 76:4, pages 4765-4781.
Crossref
Crossref
Belhassen Bayar & Matthew C. Stamm. (2017) A Generic Approach Towards Image Manipulation Parameter Estimation Using Convolutional Neural Networks. A Generic Approach Towards Image Manipulation Parameter Estimation Using Convolutional Neural Networks.
Owen Mayer & Matthew C. Stamm. (2017) Countering Anti-Forensics of Lateral Chromatic Aberration. Countering Anti-Forensics of Lateral Chromatic Aberration.
Qing Wang & Rong Zhang. (2016) Double JPEG compression forensics based on a convolutional neural network. EURASIP Journal on Information Security 2016:1.
Crossref
Crossref
Francesco Marra, Giovanni Poggi, Carlo Sansone & Luisa Verdoliva. (2016) Correlation clustering for PRNU-based blind image source identification. Correlation clustering for PRNU-based blind image source identification.
Thi Ngoc Canh Doan, Florent Retraint, Thanh Hai Thai & Cathel Zitzmann. (2016) Quality factor estimation of JPEG compressed images. Quality factor estimation of JPEG compressed images.
Hasan Abdulrahman, Marc Chaumont, Philippe Montesinos & Baptiste Magnier. (2016) Color images steganalysis using rgb channel geometric transformation measures. Security and Communication Networks 9:15, pages 2945-2956.
Crossref
Crossref
Ahmed Elliethy & Gaurav Sharma. (2016) Image anonymization for PRNU forensics: A set theoretic framework addressing compression resilience. Image anonymization for PRNU forensics: A set theoretic framework addressing compression resilience.
Omar Ismael Al-Sanjary, Ahmed Abdullah Ahmed & Ghazali Sulong. (2016) Development of a video tampering dataset for forensic investigation. Forensic Science International 266, pages 565-572.
Crossref
Crossref
Hareesh Ravi, A. V. Subramanyam & Sabu Emmanuel. (2016) Forensic Analysis of Linear and Nonlinear Image Filtering Using Quantization Noise. ACM Transactions on Multimedia Computing, Communications, and Applications 12:3, pages 1-23.
Crossref
Crossref
Haoliang Li, Alex C. Kot & Leida Li. (2016) Color space identification from single images. Color space identification from single images.
Hui Zeng & Xiangui Kang. (2016) Fast Source Camera Identification Using Content Adaptive Guided Image Filter. Journal of Forensic Sciences 61:2, pages 520-526.
Crossref
Crossref
Xufeng LinChang-Tsun Li. (2016) Enhancing Sensor Pattern Noise via Filtering Distortion Removal. IEEE Signal Processing Letters 23:3, pages 381-385.
Crossref
Crossref
Zhaoyi Shen, Jiangqun Ni & Chenglong Chen. (2014) Blind detection of median filtering using linear and nonlinear descriptors. Multimedia Tools and Applications 75:4, pages 2327-2346.
Crossref
Crossref
Xufeng Lin & Chang-Tsun Li. (2016) Large-Scale Image Clustering Based on Camera Fingerprints. IEEE Transactions on Information Forensics and Security, pages 1-1.
Crossref
Crossref
Xufeng Lin & Chang-Tsun Li. (2016) Preprocessing Reference Sensor Pattern Noise via Spectrum Equalization. IEEE Transactions on Information Forensics and Security 11:1, pages 126-140.
Crossref
Crossref
Yue Tan, Bo Wang, Ming Li, Yanqing Guo, Xiangwei Kong & Yunqing Shi. 2016. Digital-Forensics and Watermarking. Digital-Forensics and Watermarking
18
27
.
Yonggang Huang, Jun Zhang & Heyan Huang. (2015) Camera Model Identification With Unknown Models. IEEE Transactions on Information Forensics and Security 10:12, pages 2692-2704.
Crossref
Crossref
Matthias Carnein, Pascal Schottle & Rainer Bohme. (2015) Forensics of high-quality JPEG images with color subsampling. Forensics of high-quality JPEG images with color subsampling.
Ruizhe Li, Constantine Kotropoulos, Chang-Tsun Li & Yu Guan. (2015) Random subspace method for source camera identification. Random subspace method for source camera identification.
Tong Qiao, Florent Retraint, Remi Cogranne & Thanh Hai Thai. (2015) Source camera device identification based on raw images. Source camera device identification based on raw images.
Hui Zeng, Jiansheng Chen, Xiangui Kang & Wenjun Zeng. (2015) Removing camera fingerprint to disguise photograph source. Removing camera fingerprint to disguise photograph source.
Ruizhe Li, Chang-Tsun Li & Yu Guan. (2015) Incremental update of feature extractor for camera identification. Incremental update of feature extractor for camera identification.
Matthias Kirchner & Thomas Gloe. 2015. Handbook of Digital Forensics of Multimedia Data and Devices. Handbook of Digital Forensics of Multimedia Data and Devices
329
374
.
Diego Valsesia, Giulio Coluccia, Tiziano Bianchi & Enrico Magli. (2015) Compressed Fingerprint Matching and Camera Identification via Random Projections. IEEE Transactions on Information Forensics and Security 10:7, pages 1472-1485.
Crossref
Crossref
Ruizhe Li, Chang-Tsun Li & Yu Guan. (2015) A compact representation of sensor fingerprint for camera identification and fingerprint matching. A compact representation of sensor fingerprint for camera identification and fingerprint matching.
Diego Valsesia, Giulio Coluccia, Tiziano Bianchi & Enrico Magli. (2015) Scale-robust compressive camera fingerprint matching with random projections. Scale-robust compressive camera fingerprint matching with random projections.
Matthias Kirchner, Pascal Schöttle & Christian Riess. Thinking beyond the block: block matching for copy-move forgery detection revisited. Thinking beyond the block: block matching for copy-move forgery detection revisited.
Bei-bei Liu, Xingjie Wei & Jeff Yan. (2015) Enhancing Sensor Pattern Noise for Source Camera Identification. Enhancing Sensor Pattern Noise for Source Camera Identification.
Francesco Marra, Giovanni Poggi, Carlo Sansone & Luisa Verdoliva. 2015. New Trends in Image Analysis and Processing -- ICIAP 2015 Workshops. New Trends in Image Analysis and Processing -- ICIAP 2015 Workshops
11
18
.
Chao Shi, Ngai-Fong Law, Hung-Fat Leung & Wan-Chi Siu. (2014) Weighting optimization with neural network for photo-response-non-uniformity-based source camera identification. Weighting optimization with neural network for photo-response-non-uniformity-based source camera identification.
Ruizhe Li, Yu Guan & Chang-Tsun Li. (2014) PCA-based denoising of Sensor Pattern Noise for source camera identification. PCA-based denoising of Sensor Pattern Noise for source camera identification.
Matthias Kirchner & Rainer Bohme. (2014) “Steganalysis in Technicolor” Boosting WS detection of stego images from CFA-interpolated covers. “Steganalysis in Technicolor” Boosting WS detection of stego images from CFA-interpolated covers.
Hui Zeng, Tengfei Qin, Xiangui Kang & Li Liu. (2014) Countering anti-forensics of median filtering. Countering anti-forensics of median filtering.
Ruizhe Li, Chang-Tsun Li & Yu Guan. A reference estimator based on composite sensor pattern noise for source device identification. A reference estimator based on composite sensor pattern noise for source device identification.
Ahmet Emir Dirik & Ahmet Karaküçük. (2014) Forensic use of photo response non-uniformity of imaging sensors and a counter method. Optics Express 22:1, pages 470.
Crossref
Crossref
Hui Zeng & Xiangui Kang. 2014. Digital-Forensics and Watermarking. Digital-Forensics and Watermarking
192
204
.
Abbas Cheddad. 2014. The Encyclopedia of Criminology and Criminal Justice. The Encyclopedia of Criminology and Criminal Justice
1
4
.
Hui Zeng, Yunwen Jiang, Xiangui Kang & Li Liu. (2013) Game theoretic analysis of camera source identification. Game theoretic analysis of camera source identification.
Akua G. Biney & Harin Sellahewa. (2013) Analysis of smartphone model identification using digital images. Analysis of smartphone model identification using digital images.
Hui Zeng, Xiangui Kang & Jiwu Huang. (2013) Mixed-strategy Nash equilibrium in the camera source identification game. Mixed-strategy Nash equilibrium in the camera source identification game.
ShiYue Lai & Rainer Bohme. (2013) Block convergence in repeated transform coding: JPEG-100 forensics, carbon dating, and tamper detection. Block convergence in repeated transform coding: JPEG-100 forensics, carbon dating, and tamper detection.
Stefan Pfennig & Matthias Kirchner. (2012) Spectral methods to determine the exact scaling factor of resampled digital images. Spectral methods to determine the exact scaling factor of resampled digital images.