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
AI-Generated Faces in the Real World: A Large-Scale Case Study of Twitter Profile Images Jonas Ricker Dennis Assenmacher Thorsten Holz Asja Fischer Erwin Quiring 31 7 0 22 Apr 2024
FakeBench: Uncover the Achilles' Heels of Fake Images with Large Multimodal Models Yixuan Li Xuelin Liu Xiaoyang Wang Shiqi Wang Weisi Lin 41 5 0 20 Apr 2024
Band-Attention Modulated RetNet for Face Forgery Detection Zhida Zhang Jie Cao Wenkui Yang Qihang Fan Kai Zhou Ran He CVBM ViT 25 1 0 09 Apr 2024
Mixture of Low-rank Experts for Transferable AI-Generated Image Detection Zihan Liu Hanyi Wang Yaoyu Kang Shilin Wang MoE 36 12 0 07 Apr 2024
ASAP: Interpretable Analysis and Summarization of AI-generated Image Patterns at Scale Jinbin Huang C. L. P. Chen Aditi Mishra Bum Chul Kwon Zhicheng Liu Chris Bryan 44 4 0 03 Apr 2024
EDTalk: Efficient Disentanglement for Emotional Talking Head Synthesis Shuai Tan Bin Ji Mengxiao Bi Ye Pan 33 26 0 02 Apr 2024
Deepfake Generation and Detection: A Benchmark and Survey Gan Pei Jiangning Zhang Menghan Hu Zhenyu Zhang Chengjie Wang Yunsheng Wu Guangtao Zhai Jian Yang Chunhua Shen Dacheng Tao 38 25 0 26 Mar 2024
Artifact Feature Purification for Cross-domain Detection of AI-generated Images Zheling Meng Bo Peng Jing Dong Tieniu Tan 81 2 0 17 Mar 2024
Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection Yuting Xu Jian Liang Lijun Sheng Xiao-Yu Zhang 42 8 0 15 Mar 2024
Frequency-Aware Deepfake Detection: Improving Generalizability through Frequency Space Learning Chuangchuang Tan Yao-Min Zhao Shikui Wei Guanghua Gu Ping Liu Yunchao Wei 44 8 0 12 Mar 2024
Data-Independent Operator: A Training-Free Artifact Representation Extractor for Generalizable Deepfake Detection Chuangchuang Tan Ping Liu Renshuai Tao Huan Liu Yao-Min Zhao Baoyuan Wu Yunchao Wei 31 9 0 11 Mar 2024
Exploiting Style Latent Flows for Generalizing Deepfake Video Detection Jongwook Choi Taehoon Kim Yonghyun Jeong Seungryul Baek Jongwon Choi 34 23 0 11 Mar 2024
Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection C. Koutlis Symeon Papadopoulos 26 18 0 29 Feb 2024
Adversarially Robust Deepfake Detection via Adversarial Feature Similarity Learning Sarwar Khan AAML 27 4 0 06 Feb 2024
Recent Advances in Digital Image and Video Forensics, Anti-forensics and Counter Anti-forensics Maryam Al-Fehani Saif M. Al-Kuwari DiffM AAML 28 3 0 03 Feb 2024
A Single Simple Patch is All You Need for AI-generated Image Detection Jiaxuan Chen Jieteng Yao Li Niu 18 22 0 02 Feb 2024
Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes Weifeng Liu Tianyi She Jiawei Liu Run Wang Dongyu Yao Ziyou Liang 28 5 0 28 Jan 2024
Delocate: Detection and Localization for Deepfake Videos with Randomly-Located Tampered Traces Juan Hu Xin Liao Difei Gao Satoshi Tsutsui Qian Wang Zheng Qin Mike Zheng Shou 30 4 0 24 Jan 2024
Frequency Masking for Universal Deepfake Detection Chandler Timm C. Doloriel Ngai-man Cheung 34 14 0 12 Jan 2024
Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection Huan Liu Zichang Tan Chuangchuang Tan Yunchao Wei Yao-Min Zhao Jingdong Wang ViT 28 42 0 27 Dec 2023
AVA: Inconspicuous Attribute Variation-based Adversarial Attack bypassing DeepFake Detection Xiangtao Meng Li Wang Shanqing Guo Lei Ju Qingchuan Zhao AAML 16 6 0 14 Dec 2023
GenDet: Towards Good Generalizations for AI-Generated Image Detection Mingjian Zhu Hanting Chen Mouxiao Huang Wei Li Hailin Hu Jie Hu Yunhe Wang 29 16 0 12 Dec 2023
Diffusion Noise Feature: Accurate and Fast Generated Image Detection Yichi Zhang Xiaogang Xu DiffM 15 12 0 05 Dec 2023
Tracing Hyperparameter Dependencies for Model Parsing via Learnable Graph Pooling Network Xiao Guo Vishal Asnani Sijia Liu Xiaoming Liu 27 5 0 03 Dec 2023
Raising the Bar of AI-generated Image Detection with CLIP D. Cozzolino Giovanni Poggi Riccardo Corvi Matthias Nießner L. Verdoliva VLM 21 72 0 30 Nov 2023
Shadows Don't Lie and Lines Can't Bend! Generative Models don't know Projective Geometry...for now Ayush Sarkar Hanlin Mai Amitabh Mahapatra Svetlana Lazebnik D. A. Forsyth Anand Bhattad GAN 27 34 0 28 Nov 2023
Unearthing Common Inconsistency for Generalisable Deepfake Detection Beilin Chu Xuan Xu Weike You Linna Zhou 24 0 0 20 Nov 2023
Nepotistically Trained Generative-AI Models Collapse Matyáš Boháček Hany Farid 49 17 0 20 Nov 2023
Finding AI-Generated Faces in the Wild Gonzalo J. Aniano Porcile Jack Gindi Shivansh Mundra J. Verbus Hany Farid CVBM 26 6 0 14 Nov 2023
Weakly-supervised deepfake localization in diffusion-generated images Dragos Tantaru Elisabeta Oneata Dan Oneaţă DiffM 34 21 0 08 Nov 2023
Detecting Deepfakes Without Seeing Any Tal Reiss Bar Cavia Yedid Hoshen AAML 21 16 0 02 Nov 2023
Detecting Generated Images by Real Images Only Xiuli Bi Bo Liu Fan Yang Bin Xiao Weisheng Li Gao Huang P. Cosman 38 9 0 02 Nov 2023
FLORIDA: Fake-looking Real Images Dataset Ali Borji 24 1 0 29 Oct 2023
Online Detection of AI-Generated Images David C. Epstein Ishan Jain Oliver Wang Richard Y. Zhang 27 53 0 23 Oct 2023
Perceptual Artifacts Localization for Image Synthesis Tasks Lingzhi Zhang Zhengjie Xu Connelly Barnes Yuqian Zhou Qing Liu He Zhang Sohrab Amirghodsi Zhe-nan Lin Eli Shechtman Jianbo Shi DiffM 32 21 0 09 Oct 2023
Exploiting Facial Relationships and Feature Aggregation for Multi-Face Forgery Detection Chenhao Lin Fangbin Yi Hang Wang Qian Li Jingyi Deng Chao Shen CVBM 27 3 0 07 Oct 2023
Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning Jizhe Zhou Xiaochen Ma Xia Du Ahmed Y. Al Hammadi Wentao Feng VLM SSL 32 23 0 26 Sep 2023
Self-Supervised Transformer with Domain Adaptive Reconstruction for General Face Forgery Video Detection Daichi Zhang Zihao Xiao Jianmin Li Shiming Ge CVBM ViT 30 2 0 09 Sep 2023
Recap: Detecting Deepfake Video with Unpredictable Tampered Traces via Recovering Faces and Mapping Recovered Faces Juan Hu Xin Liao Difei Gao Satoshi Tsutsui Qian Wang Zheng Qin Mike Zheng Shou CVBM AAML 27 1 0 19 Aug 2023
ForensicsForest Family: A Series of Multi-scale Hierarchical Cascade Forests for Detecting GAN-generated Faces Jiucui Lu Jiaran Zhou Junyu Dong Bin Li Siwei Lyu Yuezun Li CVBM 13 1 0 02 Aug 2023
Self-Supervised Graph Transformer for Deepfake Detection Aminollah Khormali Ji Yuan ViT 24 7 0 27 Jul 2023
Towards Generalizable Deepfake Detection by Primary Region Regularization Harry Cheng Yangyang Guo Tianyi Wang Liqiang Nie Mohan S. Kankanhalli 36 0 0 24 Jul 2023
RetouchingFFHQ: A Large-scale Dataset for Fine-grained Face Retouching Detection Qichao Ying Jiaxin Liu Sheng Li Haisheng Xu Zhenxing Qian Xinpeng Zhang CVBM 22 7 0 20 Jul 2023
AltFreezing for More General Video Face Forgery Detection Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Houqiang Li ViT CVBM 27 65 0 17 Jul 2023
TALL: Thumbnail Layout for Deepfake Video Detection Yuting Xu Jian Liang Gengyun Jia Ziming Yang Yanhao Zhang R. He ViT 46 52 0 14 Jul 2023
Detecting Images Generated by Deep Diffusion Models using their Local Intrinsic Dimensionality P. Lorenz Ricard Durall J. Keuper DiffM 62 33 0 05 Jul 2023
NPVForensics: Jointing Non-critical Phonemes and Visemes for Deepfake Detection Yu Chen Yang Yu R. Ni Yao-Min Zhao Haoliang Li 27 2 0 12 Jun 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 112 27 0 23 May 2023
Seeing is not always believing: Benchmarking Human and Model Perception of AI-Generated Images Zeyu Lu Di Huang Lei Bai Jingjing Qu Chengzhi Wu Xihui Liu Wanli Ouyang 24 51 0 25 Apr 2023
Improving Synthetically Generated Image Detection in Cross-Concept Settings P. Dogoulis Giorgos Kordopatis-Zilos I. Kompatsiaris Symeon Papadopoulos DiffM 140 18 0 24 Apr 2023