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CNN-generated images are surprisingly easy to spot... for now

Computer Vision and Pattern Recognition (CVPR), 2019

23 December 2019

Papers citing "CNN-generated images are surprisingly easy to spot... for now"

50 / 622 papers shown

Title
Metric Learning for Anti-Compression Facial Forgery DetectionACM Multimedia (ACM MM), 2021 Shenhao Cao Qin Zou Xiuqing Mao Zhongyuan Wang CVBM 136 26 0 15 Mar 2021
Deep Model Intellectual Property Protection via Deep WatermarkingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Jie Zhang Dongdong Chen Jing Liao Weiming Zhang Huamin Feng G. Hua Nenghai Yu 212 130 0 08 Mar 2021
DeepFake-o-meter: An Open Platform for DeepFake Detection Yuezun Li Cong Zhang Pu Sun H. Qi Siwei Lyu 118 20 0 02 Mar 2021
Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency DomainComputer Vision and Pattern Recognition (CVPR), 2021 Honggu Liu Xiaodan Li Wenbo Zhou YueFeng Chen Yuan He Hui Xue Weiming Zhang Nenghai Yu CVBM 434 485 0 02 Mar 2021
Countering Malicious DeepFakes: Survey, Battleground, and HorizonInternational Journal of Computer Vision (IJCV), 2021 Felix Juefei Xu Run Wang Yihao Huang Qing Guo Lei Ma Yang Liu AAML 392 157 0 27 Feb 2021
Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forward Momina Masood M. Nawaz K. Malik A. Javed Aun Irtaza AAML 453 392 0 25 Feb 2021
Segmentation-Renormalized Deep Feature Modulation for Unpaired Image HarmonizationIEEE Transactions on Medical Imaging (IEEE TMI), 2021 Mengwei Ren Neel Dey J. Fishbaugh Guido Gerig MedIm 307 40 0 11 Feb 2021
Fake-image detection with Robust HashingGlobal Conference on Life Sciences and Technologies (GLST), 2021 Miki Tanaka Hitoshi Kiya 80 12 0 02 Feb 2021
Enjoy Your Editing: Controllable GANs for Image Editing via Latent Space NavigationInternational Conference on Learning Representations (ICLR), 2021 Peiye Zhuang Oluwasanmi Koyejo Alex Schwing 241 86 0 01 Feb 2021
Deep Video Inpainting DetectionBritish Machine Vision Conference (BMVC), 2021 Peng Zhou Ning Yu Zuxuan Wu L. Davis Abhinav Shrivastava Ser-Nam Lim 217 22 0 26 Jan 2021
Fighting deepfakes by detecting GAN DCT anomaliesJournal of Imaging (J. Imaging), 2021 O. Giudice Luca Guarnera Sebastiano Battiato 226 100 0 24 Jan 2021
GIID-Net: Generalizable Image Inpainting Detection via Neural Architecture Search and Attention Haiwei Wu Jiantao Zhou AAML 100 1 0 19 Jan 2021
Fake Visual Content Detection Using Two-Stream Convolutional Neural Networks B. Yousaf Muhammad Usama Waqas Sultani Arif Mahmood Junaid Qadir 101 12 0 03 Jan 2021
Focal Frequency Loss for Image Reconstruction and SynthesisIEEE International Conference on Computer Vision (ICCV), 2020 Liming Jiang Bo Dai Wayne Wu Chen Change Loy 264 359 0 23 Dec 2020
Learning Self-Consistency for Deepfake DetectionIEEE International Conference on Computer Vision (ICCV), 2020 Tianchen Zhao Xiang Xu Mingze Xu Hui Ding Yuanjun Xiong Wei Xia SSL 228 331 0 16 Dec 2020
Responsible Disclosure of Generative Models Using Scalable FingerprintingInternational Conference on Learning Representations (ICLR), 2020 Ning Yu Vladislav Skripniuk Dingfan Chen Larry S. Davis Mario Fritz WIGM 435 105 0 16 Dec 2020
SSD-GAN: Measuring the Realness in the Spatial and Spectral DomainsAAAI Conference on Artificial Intelligence (AAAI), 2020 Yuanqi Chen Ge Li Cece Jin Shan Liu Thomas H. Li 158 60 0 10 Dec 2020
Identity-Driven DeepFake Detection Xiaoyi Dong Jianmin Bao Dongdong Chen Weiming Zhang Nenghai Yu Dong Chen Fang Wen B. Guo 129 43 0 07 Dec 2020
Spectral Distribution Aware Image GenerationAAAI Conference on Artificial Intelligence (AAAI), 2020 Steffen Jung Margret Keuper OOD 196 41 0 05 Dec 2020
Few-shot Image Generation with Elastic Weight ConsolidationNeural Information Processing Systems (NeurIPS), 2020 Yijun Li Richard Y. Zhang Jingwan Lu Eli Shechtman 3DH 233 183 0 04 Dec 2020
ID-Reveal: Identity-aware DeepFake Video DetectionIEEE International Conference on Computer Vision (ICCV), 2020 D. Cozzolino Andreas Rossler Justus Thies Matthias Nießner L. Verdoliva AAML 199 197 0 04 Dec 2020
From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic SegmentationIEEE International Joint Conference on Neural Network (IJCNN), 2020 Nikhil Kapoor Andreas Bär Serin Varghese Jan David Schneider Fabian Hüger Peter Schlicht Tim Fingscheidt AAML 123 10 0 02 Dec 2020
CycleGAN without checkerboard artifacts for counter-forensics of fake-image detection Takayuki Osakabe Miki Tanaka Yuma Kinoshita Hitoshi Kiya 123 17 0 01 Dec 2020
Face Forgery Detection by 3D DecompositionComputer Vision and Pattern Recognition (CVPR), 2020 Xiangyu Zhu Hao Wang Hongyan Fei Zhen Lei Stan Z. Li CVBM 130 110 0 19 Nov 2020
Analyzing and Mitigating JPEG Compression Defects in Deep Learning Max Ehrlich Larry S. Davis Ser-Nam Lim Abhinav Shrivastava 100 23 0 17 Nov 2020
Training Strategies and Data Augmentations in CNN-based DeepFake Video DetectionInternational Workshop on Information Forensics and Security (WIFS), 2020 Luca Bondi E. D. Cannas Paolo Bestagini Stefano Tubaro 69 62 0 16 Nov 2020
Perception Matters: Exploring Imperceptible and Transferable Anti-forensics for GAN-generated Fake Face Imagery DetectionPattern Recognition Letters (Pattern Recognit. Lett.), 2020 Yongwei Wang Xin Ding Li Ding Rabab Ward Z. J. Wang AAML 97 27 0 29 Oct 2020
Mining Generalized Features for Detecting AI-Manipulated Fake Faces Yang Yu R. Ni Yao-Min Zhao CVBM 90 14 0 27 Oct 2020
Decentralized Attribution of Generative ModelsInternational Conference on Learning Representations (ICLR), 2020 Changhoon Kim Yi Ren Yezhou Yang 193 22 0 27 Oct 2020
Cut-and-Paste Object Insertion by Enabling Deep Image Prior for Reshading Anand Bhattad David A. Forsyth 89 16 0 12 Oct 2020
Unknown Presentation Attack Detection against Rational AttackersIET Biometrics (IET Biom.), 2020 Ali Khodabakhsh Zahid Akhtar AAML 172 4 0 04 Oct 2020
Training CNNs in Presence of JPEG Compression: Multimedia Forensics vs Computer VisionInternational Workshop on Information Forensics and Security (WIFS), 2020 S. Mandelli Nicolo Bonettini Paolo Bestagini Stefano Tubaro 101 41 0 25 Sep 2020
Exposing GAN-generated Faces Using Inconsistent Corneal Specular HighlightsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020 Shu Hu Yuezun Li Siwei Lyu CVBM GAN 160 120 0 24 Sep 2020
FakeTagger: Robust Safeguards against DeepFake Dissemination via Provenance TrackingACM Multimedia (ACM MM), 2020 Run Wang Felix Juefei Xu Mengqing Luo Yang Liu Lina Wang 244 93 0 21 Sep 2020
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering Yihao Huang Felix Juefei Xu Qing Guo Yang Liu G. Pu 345 32 0 19 Sep 2020
Detecting Cross-Modal Inconsistency to Defend Against Neural Fake NewsConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Reuben Tan Bryan A. Plummer Kate Saenko AAML 205 76 0 16 Sep 2020
Deepfake detection: humans vs. machines Pavel Korshunov S´ebastien Marcel 3DPC CVBM 104 59 0 07 Sep 2020
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data HidingIEEE Symposium on Security and Privacy (IEEE S&P), 2020 Sahar Abdelnabi Mario Fritz WaLM 188 181 0 07 Sep 2020
Privacy Intelligence: A Survey on Image Privacy in Online Social NetworksACM Computing Surveys (ACM CSUR), 2020 Chi Liu Tianqing Zhu Jun Zhang Wanlei Zhou PICV 269 43 0 27 Aug 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 156 382 0 24 Aug 2020
On Attribution of Deepfakes Baiwu Zhang Jin Peng Zhou Ilia Shumailov Nicolas Papernot WIGM 127 11 0 20 Aug 2020
T-GD: Transferable GAN-generated Images Detection FrameworkInternational Conference on Machine Learning (ICML), 2020 Hyeonseong Jeon Youngoh Bang Junyaup Kim Simon S. Woo 165 53 0 10 Aug 2020
Fighting Deepfake by Exposing the Convolutional Traces on ImagesIEEE Access (IEEE Access), 2020 Luca Guarnera O. Giudice Sebastiano Battiato AAML 105 100 0 07 Aug 2020
Generative Adversarial Networks for Image and Video Synthesis: Algorithms and ApplicationsProceedings of the IEEE (Proc. IEEE), 2020 Xuan Li Xun Huang Jiahui Yu Ting-Chun Wang Arun Mallya GAN 374 174 0 06 Aug 2020
Learning Interpretable Microscopic Features of Tumor by Multi-task Adversarial CNNs To Improve Generalization Mara Graziani Sebastian Otalora Stephane Marchand-Maillet Henning Muller Vincent Andrearczyk AAML MedIm 135 0 0 04 Aug 2020
Detection, Attribution and Localization of GAN Generated Images Michael Goebel L. Nataraj Tejaswi Nanjundaswamy Tajuddin Manhar Mohammed S. Chandrasekaran B. S. Manjunath GAN 131 41 0 20 Jul 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware CluesEuropean Conference on Computer Vision (ECCV), 2020 Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 272 912 0 18 Jul 2020
Artificial Fingerprinting for Generative Models: Rooting Deepfake Attribution in Training DataIEEE International Conference on Computer Vision (ICCV), 2020 Ning Yu Vladislav Skripniuk Sahar Abdelnabi Mario Fritz WIGM 404 263 0 16 Jul 2020
Swapping Autoencoder for Deep Image Manipulation Taesung Park Jun-Yan Zhu Oliver Wang Jingwan Lu Eli Shechtman Alexei A. Efros Richard Y. Zhang 820 358 0 01 Jul 2020
On the Theoretical Equivalence of Several Trade-Off Curves Assessing Statistical Proximity Rodrigue Siry Ryan Webster Loïc Simon Julien Rabin 195 6 0 21 Jun 2020