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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"

22 / 622 papers shown

Title
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 3.9K 24,599 0 19 Jun 2020
OGAN: Disrupting Deepfakes with an Adversarial Attack that Survives Training Eran Segalis Eran Galili 138 20 0 17 Jun 2020
FakePolisher: Making DeepFakes More Detection-Evasive by Shallow ReconstructionACM Multimedia (ACM MM), 2020 Yihao Huang Felix Juefei Xu Run Wang Qing Guo Lei Ma Xiaofei Xie Jianwen Li Weikai Miao Yang Liu G. Pu 163 84 0 13 Jun 2020
Defending against GAN-based Deepfake Attacks via Transformation-aware Adversarial FacesIEEE International Joint Conference on Neural Network (IJCNN), 2020 Chaofei Yang Lei Ding Yiran Chen Xue Yang AAML 118 55 0 12 Jun 2020
Protecting Against Image Translation Deepfakes by Leaking Universal Perturbations from Black-Box Neural Networks Nataniel Ruiz Sarah Adel Bargal Stan Sclaroff AAML 115 11 0 11 Jun 2020
VideoForensicsHQ: Detecting High-quality Manipulated Face Videos Gereon Fox Wentao Liu Hyeongwoo Kim Hans-Peter Seidel Mohamed A. Elgharib Christian Theobalt CVBM 138 18 0 20 May 2020
Detecting CNN-Generated Facial Images in Real-World Scenarios Nils Hulzebosch Sarah Ibrahimi Marcel Worring CVBM 234 89 0 12 May 2020
Detecting Deep-Fake Videos from Appearance and BehaviorInternational Workshop on Information Forensics and Security (WIFS), 2020 S. Agarwal Tarek El-Gaaly Hany Farid Ser-Nam Lim PICV 152 195 0 29 Apr 2020
Preliminary Forensics Analysis of DeepFake ImagesAEIT International Annual Conference (AEIT), 2020 Luca Guarnera O. Giudice Cristina Nastasi Sebastiano Battiato CVBM 229 40 0 27 Apr 2020
DeepFake Detection by Analyzing Convolutional Traces Luca Guarnera O. Giudice Sebastiano Battiato CVBM 123 274 0 22 Apr 2020
Evading Deepfake-Image Detectors with White- and Black-Box Attacks Nicholas Carlini Hany Farid AAML 194 166 0 01 Apr 2020
Leveraging Frequency Analysis for Deep Fake Image RecognitionInternational Conference on Machine Learning (ICML), 2020 Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 358 706 0 19 Mar 2020
Disrupting Deepfakes: Adversarial Attacks Against Conditional Image Translation Networks and Facial Manipulation Systems Nataniel Ruiz Sarah Adel Bargal Stan Sclaroff PICV AAML 188 140 0 03 Mar 2020
Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs Sangwoo Mo Minsu Cho Jinwoo Shin 226 229 0 25 Feb 2020
FakeLocator: Robust Localization of GAN-Based Face ManipulationsIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2020 Yihao Huang Felix Juefei Xu Jianwen Li Yang Liu G. Pu AAML 277 89 0 27 Jan 2020
Media Forensics and DeepFakes: an overviewIEEE Journal on Selected Topics in Signal Processing (JSTSP), 2020 L. Verdoliva 260 652 0 18 Jan 2020
Unsupervised Audiovisual Synthesis via Exemplar AutoencodersInternational Conference on Learning Representations (ICLR), 2020 Kangle Deng Aayush Bansal Deva Ramanan SSL VGen 162 17 0 13 Jan 2020
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery DetectionComputer Vision and Pattern Recognition (CVPR), 2020 Liming Jiang Ren Li Wayne Wu Chao Qian Chen Change Loy CVBM PICV 367 521 0 09 Jan 2020
Analyzing and Improving the Image Quality of StyleGANComputer Vision and Pattern Recognition (CVPR), 2019 Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 763 6,501 0 03 Dec 2019
SpoC: Spoofing Camera Fingerprints D. Cozzolino Justus Thies Andreas Rossler Matthias Nießner L. Verdoliva 215 41 0 27 Nov 2019
Deep Learning for Deepfakes Creation and Detection: A SurveyComputer Vision and Image Understanding (CVIU), 2019 Thanh Thi Nguyen Quoc Viet Hung Nguyen Dung Nguyen D. Nguyen Thien Huynh-The S. Nahavandi Thanh Tam Nguyen Quoc-Viet Pham Cu Nguyen 245 518 0 25 Sep 2019
FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces Run Wang Felix Juefei Xu Lei Ma Xiaofei Xie Yihao Huang Jian-Xun Wang Yang Liu AAML CVBM 278 57 0 13 Sep 2019