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

23 December 2019

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

50 / 521 papers shown

Title
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing Guo Lei Ma Yang Liu AAML 38 132 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 130 300 0 25 Feb 2021
Segmentation-Renormalized Deep Feature Modulation for Unpaired Image Harmonization Mengwei Ren Neel Dey J. Fishbaugh Guido Gerig MedIm 105 38 0 11 Feb 2021
Fake-image detection with Robust Hashing Miki Tanaka Hitoshi Kiya 21 8 0 02 Feb 2021
Enjoy Your Editing: Controllable GANs for Image Editing via Latent Space Navigation Peiye Zhuang Oluwasanmi Koyejo Alex Schwing 28 78 0 01 Feb 2021
Deep Video Inpainting Detection Peng Zhou Ning Yu Zuxuan Wu L. Davis Abhinav Shrivastava Ser-Nam Lim 38 18 0 26 Jan 2021
Fighting deepfakes by detecting GAN DCT anomalies O. Giudice Luca Guarnera Sebastiano Battiato 36 86 0 24 Jan 2021
GIID-Net: Generalizable Image Inpainting Detection via Neural Architecture Search and Attention Haiwei Wu Jiantao Zhou AAML 31 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 25 8 0 03 Jan 2021
Focal Frequency Loss for Image Reconstruction and Synthesis Liming Jiang Bo Dai Wayne Wu Chen Change Loy 57 272 0 23 Dec 2020
Learning Self-Consistency for Deepfake Detection Tianchen Zhao Xiang Xu Mingze Xu Hui Ding Yuanjun Xiong Wei Xia SSL 50 261 0 16 Dec 2020
Responsible Disclosure of Generative Models Using Scalable Fingerprinting Ning Yu Vladislav Skripniuk Dingfan Chen Larry S. Davis Mario Fritz WIGM 52 89 0 16 Dec 2020
SSD-GAN: Measuring the Realness in the Spatial and Spectral Domains Yuanqi Chen Ge Li Cece Jin Shan Liu Thomas H. Li 27 54 0 10 Dec 2020
Identity-Driven DeepFake Detection Xiaoyi Dong Jianmin Bao Dongdong Chen Weiming Zhang Nenghai Yu Dong Chen Fang Wen B. Guo 36 36 0 07 Dec 2020
Spectral Distribution Aware Image Generation Steffen Jung Margret Keuper OOD 39 34 0 05 Dec 2020
Few-shot Image Generation with Elastic Weight Consolidation Yijun Li Richard Y. Zhang Jingwan Lu Eli Shechtman 3DH 30 167 0 04 Dec 2020
ID-Reveal: Identity-aware DeepFake Video Detection D. Cozzolino Andreas Rossler Justus Thies Matthias Nießner L. Verdoliva AAML 27 164 0 04 Dec 2020
From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic Segmentation Nikhil Kapoor Andreas Bär Serin Varghese Jan David Schneider Fabian Hüger Peter Schlicht Tim Fingscheidt AAML 34 10 0 02 Dec 2020
CycleGAN without checkerboard artifacts for counter-forensics of fake-image detection Takayuki Osakabe Miki Tanaka Yuma Kinoshita Hitoshi Kiya 20 13 0 01 Dec 2020
Face Forgery Detection by 3D Decomposition Xiangyu Zhu Hao Wang Hongyan Fei Zhen Lei Stan Z. Li CVBM 21 92 0 19 Nov 2020
Analyzing and Mitigating JPEG Compression Defects in Deep Learning Max Ehrlich Larry S. Davis Ser-Nam Lim Abhinav Shrivastava 22 20 0 17 Nov 2020
Training Strategies and Data Augmentations in CNN-based DeepFake Video Detection Luca Bondi E. D. Cannas Paolo Bestagini Stefano Tubaro 23 51 0 16 Nov 2020
Perception Matters: Exploring Imperceptible and Transferable Anti-forensics for GAN-generated Fake Face Imagery Detection Yongwei Wang Xin Ding Li Ding Rabab Ward Z. J. Wang AAML 16 21 0 29 Oct 2020
Mining Generalized Features for Detecting AI-Manipulated Fake Faces Yang Yu R. Ni Yao-Min Zhao CVBM 20 11 0 27 Oct 2020
Decentralized Attribution of Generative Models Changhoon Kim Yi Ren Yezhou Yang 8 19 0 27 Oct 2020
Cut-and-Paste Object Insertion by Enabling Deep Image Prior for Reshading Anand Bhattad David A. Forsyth 27 13 0 12 Oct 2020
Unknown Presentation Attack Detection against Rational Attackers Ali Khodabakhsh Zahid Akhtar AAML 34 4 0 04 Oct 2020
Training CNNs in Presence of JPEG Compression: Multimedia Forensics vs Computer Vision S. Mandelli Nicolo Bonettini Paolo Bestagini Stefano Tubaro 18 39 0 25 Sep 2020
Exposing GAN-generated Faces Using Inconsistent Corneal Specular Highlights Shu Hu Yuezun Li Siwei Lyu CVBM GAN 27 96 0 24 Sep 2020
FakeTagger: Robust Safeguards against DeepFake Dissemination via Provenance Tracking Run Wang Felix Juefei Xu Mengqing Luo Yang Liu Lina Wang 43 72 0 21 Sep 2020
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering Yihao Huang Felix Juefei Xu Qing Guo Yang Liu G. Pu 57 20 0 19 Sep 2020
Detecting Cross-Modal Inconsistency to Defend Against Neural Fake News Reuben Tan Bryan A. Plummer Kate Saenko AAML 26 72 0 16 Sep 2020
Deepfake detection: humans vs. machines Pavel Korshunov S´ebastien Marcel 3DPC CVBM 8 48 0 07 Sep 2020
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data Hiding Sahar Abdelnabi Mario Fritz WaLM 31 143 0 07 Sep 2020
Privacy Intelligence: A Survey on Image Privacy in Online Social Networks Chi Liu Tianqing Zhu Jun Zhang Wanlei Zhou PICV 18 30 0 27 Aug 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 32 300 0 24 Aug 2020
On Attribution of Deepfakes Baiwu Zhang Jin Peng Zhou Ilia Shumailov Nicolas Papernot WIGM 34 11 0 20 Aug 2020
T-GD: Transferable GAN-generated Images Detection Framework Hyeonseong Jeon Youngoh Bang Junyaup Kim Simon S. Woo 27 45 0 10 Aug 2020
Fighting Deepfake by Exposing the Convolutional Traces on Images Luca Guarnera O. Giudice Sebastiano Battiato AAML 31 87 0 07 Aug 2020
Generative Adversarial Networks for Image and Video Synthesis: Algorithms and Applications Xuan Li Xun Huang Jiahui Yu Ting-Chun Wang Arun Mallya GAN 55 154 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 34 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 41 37 0 20 Jul 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 51 666 0 18 Jul 2020
Artificial Fingerprinting for Generative Models: Rooting Deepfake Attribution in Training Data Ning Yu Vladislav Skripniuk Sahar Abdelnabi Mario Fritz WIGM 24 204 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 53 333 0 01 Jul 2020
On the Theoretical Equivalence of Several Trade-Off Curves Assessing Statistical Proximity Rodrigue Siry Ryan Webster Loïc Simon Julien Rabin 45 4 0 21 Jun 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 118 17,198 0 19 Jun 2020
OGAN: Disrupting Deepfakes with an Adversarial Attack that Survives Training Eran Segalis Eran Galili 22 17 0 17 Jun 2020
FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction Yihao Huang Felix Juefei Xu Run Wang Qing Guo Lei Ma Xiaofei Xie Jianwen Li Weikai Miao Yang Liu G. Pu 32 70 0 13 Jun 2020
Defending against GAN-based Deepfake Attacks via Transformation-aware Adversarial Faces Chaofei Yang Lei Ding Yiran Chen H. Li AAML 27 46 0 12 Jun 2020