What makes fake images detectable? Understanding properties that generalize

24 August 2020

Ser-Nam Lim

Papers citing "What makes fake images detectable? Understanding properties that generalize"

50 / 178 papers shown

Title
Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images Roberto Amoroso Davide Morelli Marcella Cornia Lorenzo Baraldi A. Bimbo Rita Cucchiara DiffM 37 29 0 02 Apr 2023
Diff-ID: An Explainable Identity Difference Quantification Framework for DeepFake Detection Chuer Yu Xuhong Zhang Yuxuan Duan Senbo Yan Zonghui Wang Yang Xiang S. Ji Wenzhi Chen AAML 27 4 0 30 Mar 2023
Hierarchical Fine-Grained Image Forgery Detection and Localization Xiao Guo Xiaohong Liu Zhiyuan Ren Steven A. Grosz I. Masi Xiaoming Liu 22 102 0 30 Mar 2023
Sequential training of GANs against GAN-classifiers reveals correlated "knowledge gaps" present among independently trained GAN instances Arkanath Pathak Nick Dufour 12 1 0 27 Mar 2023
The Stable Signature: Rooting Watermarks in Latent Diffusion Models Pierre Fernandez Guillaume Couairon Hervé Jégou Matthijs Douze Teddy Furon WIGM 15 176 0 27 Mar 2023
DIRE for Diffusion-Generated Image Detection Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Hezhen Hu Hong Chen Houqiang Li 19 189 0 16 Mar 2023
Mover: Mask and Recovery based Facial Part Consistency Aware Method for Deepfake Video Detection Juan Hu Xin Liao Difei Gao Satoshi Tsutsui Qian Wang Zheng Qin Mike Zheng Shou AAML 18 4 0 03 Mar 2023
Towards Universal Fake Image Detectors that Generalize Across Generative Models Utkarsh Ojha Yuheng Li Yong Jae Lee 19 204 0 20 Feb 2023
Zero-shot Image-to-Image Translation Gaurav Parmar Krishna Kumar Singh Richard Y. Zhang Yijun Li Jingwan Lu Jun-Yan Zhu DiffM 22 430 0 06 Feb 2023
Self-Supervised Video Forensics by Audio-Visual Anomaly Detection Chao Feng Ziyang Chen Andrew Owens 31 71 0 04 Jan 2023
Hierarchical Forgery Classifier On Multi-modality Face Forgery Clues Decheng Liu Zeyang Zheng Chunlei Peng Yukai Wang N. Wang Xinbo Gao CVBM 19 15 0 30 Dec 2022
Exploring Depth Information for Face Manipulation Detection Hao Wang Meiling Li Sheng Li Zhenxing Qian Xinpeng Zhang CVBM 31 1 0 29 Dec 2022
Fighting Malicious Media Data: A Survey on Tampering Detection and Deepfake Detection Junke Wang Zhenxin Li Chao Zhang Jingjing Chen Zuxuan Wu Larry S. Davis Yueping Jiang AAML 30 5 0 12 Dec 2022
Multi-Concept Customization of Text-to-Image Diffusion Nupur Kumari Bin Zhang Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 29 822 0 08 Dec 2022
FakeOut: Leveraging Out-of-domain Self-supervision for Multi-modal Video Deepfake Detection Gil Knafo Ohad Fried 21 5 0 01 Dec 2022
MINTIME: Multi-Identity Size-Invariant Video Deepfake Detection D. Coccomini Giorgos Kordopatis-Zilos Giuseppe Amato R. Caldelli Fabrizio Falchi Symeon Papadopoulos Claudio Gennaro 27 14 0 20 Nov 2022
Generalizable Deepfake Detection with Phase-Based Motion Analysis Ekta Prashnani Michael Goebel B. S. Manjunath 27 4 0 17 Nov 2022
GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection Yan Ju Shan Jia Jia Cai Haiying Guan Siwei Lyu CVBM 41 24 0 16 Nov 2022
Cross-Domain Local Characteristic Enhanced Deepfake Video Detection Zihan Liu Hanyi Wang Shilin Wang ViT 21 6 0 07 Nov 2022
On the detection of synthetic images generated by diffusion models Riccardo Corvi D. Cozzolino Giada Zingarini Giovanni Poggi Koki Nagano L. Verdoliva 128 216 0 01 Nov 2022
Exploring Spatial-Temporal Features for Deepfake Detection and Localization Haiwei Wu Jiantao Zhou Shile Zhang Jinyu Tian 37 4 0 28 Oct 2022
Towards the Detection of Diffusion Model Deepfakes Jonas Ricker Simon Damm Thorsten Holz Asja Fischer DiffM 27 100 0 26 Oct 2022
Aggregating Layers for Deepfake Detection Amir Jevnisek S. Avidan 3DPC 43 7 0 11 Oct 2022
Discovering Transferable Forensic Features for CNN-generated Images Detection Keshigeyan Chandrasegaran Ngoc-Trung Tran Alexander Binder Ngai-man Cheung AAML 29 27 0 24 Aug 2022
Analyzing Fairness in Deepfake Detection With Massively Annotated Databases Ying Xu Philipp Terhörst Kiran Raja Marius Pedersen 44 11 0 11 Aug 2022
Detecting Deepfake by Creating Spatio-Temporal Regularity Disruption Jiazhi Guan Hang Zhou Mingming Gong Errui Ding Jingdong Wang Youjian Zhao 21 10 0 21 Jul 2022
Explaining Deepfake Detection by Analysing Image Matching S. Dong Jin Wang Jiajun Liang Haoqiang Fan Renhe Ji 24 46 0 20 Jul 2022
Exploring Disentangled Content Information for Face Forgery Detection Jiahao Liang Huafeng Shi Weihong Deng CVBM 36 38 0 19 Jul 2022
Deepfake Video Detection with Spatiotemporal Dropout Transformer Daichi Zhang Fanzhao Lin Yingying Hua Pengju Wang Dan Zeng Shiming Ge ViT 17 38 0 14 Jul 2022
Delving into Sequential Patches for Deepfake Detection Jiazhi Guan Hang Zhou Zhibin Hong Errui Ding Jingdong Wang Chengbin Quan Youjian Zhao ViT 23 60 0 06 Jul 2022
CORE: Consistent Representation Learning for Face Forgery Detection Yu-Shu Ni Depu Meng Changqian Yu Chengbin Quan Dongchun Ren Youjian Zhao CVBM CLL 34 61 0 06 Jun 2022
EAMM: One-Shot Emotional Talking Face via Audio-Based Emotion-Aware Motion Model Xinya Ji Hang Zhou Kaisiyuan Wang Qianyi Wu Wayne Wu Feng Xu Xun Cao CVBM 54 157 0 30 May 2022
GAN-based Medical Image Small Region Forgery Detection via a Two-Stage Cascade Framework Jianyi Zhang Xuanxi Huang Yaqi Liu Yuyang Han Zixiao Xiang GAN MedIm 25 8 0 30 May 2022
An Architecture for the detection of GAN-generated Flood Images with Localization Capabilities J. Wang Omran Alamayreh B. Tondi Mauro Barni AI4CE 16 2 0 14 May 2022
Any-resolution Training for High-resolution Image Synthesis Lucy Chai Michael Gharbi Eli Shechtman Phillip Isola Richard Y. Zhang 30 65 0 14 Apr 2022
Few-shot Forgery Detection via Guided Adversarial Interpolation Haonan Qiu Siyu Chen Bei Gan Kunze Wang Huafeng Shi Jing Shao Ziwei Liu AAML 16 6 0 12 Apr 2022
Fusing Global and Local Features for Generalized AI-Synthesized Image Detection Yan Ju Shan Jia Lipeng Ke Hongfei Xue Koki Nagano Siwei Lyu 25 59 0 26 Mar 2022
Making DeepFakes more spurious: evading deep face forgery detection via trace removal attack Chi Liu Huajie Chen Tianqing Zhu Jun Zhang Wanlei Zhou AAML 25 23 0 22 Mar 2022
Towards Benchmarking and Evaluating Deepfake Detection Chenhao Lin Jingyi Deng Peng Hu Chao Shen Qianqian Wang Qi Li 24 12 0 04 Mar 2022
Protecting Celebrities from DeepFake with Identity Consistency Transformer Xiaoyi Dong Jianmin Bao Dongdong Chen Ting Zhang Weiming Zhang Nenghai Yu Dong Chen Fang Wen B. Guo ViT 34 119 0 02 Mar 2022
Self-supervised Transformer for Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Weiming Zhang Nenghai Yu ViT 19 34 0 02 Mar 2022
Deepfake Network Architecture Attribution Tianyun Yang Ziyao Huang Juan Cao Lei Li Xirong Li 52 51 0 28 Feb 2022
D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint Ensembles Ashish Hooda Neal Mangaokar Ryan Feng Kassem Fawaz S. Jha Atul Prakash 24 11 0 11 Feb 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 27 125 0 18 Jan 2022
Towards Universal GAN Image Detection D. Cozzolino Diego Gragnaniello Giovanni Poggi L. Verdoliva 11 30 0 23 Dec 2021
Ensembling Off-the-shelf Models for GAN Training Nupur Kumari Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 19 86 0 16 Dec 2021
Multimodal Conditional Image Synthesis with Product-of-Experts GANs Xun Huang Arun Mallya Ting-Chun Wang Ming-Yu Liu DiffM 19 89 0 09 Dec 2021
MC-LCR: Multi-modal contrastive classification by locally correlated representations for effective face forgery detection Gaojian Wang Qian Jiang Xin Jin Wei Li Xiaohui Cui CVBM 26 25 0 07 Oct 2021
Finding Facial Forgery Artifacts with Parts-Based Detectors S. Schwarcz Rama Chellappa CVBM 72 22 0 21 Sep 2021
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain E. Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 38 14 0 07 Sep 2021