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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
Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks Yunfeng Diao Na Zhai Changtao Miao Xun Yang Meng Wang Xun Yang Meng Wang AAML 574 7 0 30 Jul 2024
Contrasting Deepfakes Diffusion via Contrastive Learning and Global-Local SimilaritiesEuropean Conference on Computer Vision (ECCV), 2024 Lorenzo Baraldi Federico Cocchi Marcella Cornia Lorenzo Baraldi Alessandro Nicolosi Rita Cucchiara 210 28 0 29 Jul 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image DetectionInternational Workshop on Information Forensics and Security (WIFS), 2024 Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 233 13 0 28 Jul 2024
UniForensics: Face Forgery Detection via General Facial Representation Ziyuan Fang Hanqing Zhao Tianyi Wei Wenbo Zhou Ming Wan Zhanyi Wang Weiming Zhang Neng H. Yu CVBM 243 4 0 26 Jul 2024
Are handcrafted filters helpful for attributing AI-generated images? Jialiang Li Haoyue Wang Sheng Li Zhenxing Qian Xinpeng Zhang Athanasios V. Vasilakos 150 4 0 19 Jul 2024
Towards Understanding Unsafe Video Generation Yan Pang Aiping Xiong Yang Zhang Tianhao Wang EGVM 259 4 0 17 Jul 2024
TGIF: Text-Guided Inpainting Forgery Dataset Hannes Mareen Dimitrios Karageorgiou Glenn Van Wallendael Peter Lambert Symeon Papadopoulos DiffM 216 8 0 16 Jul 2024
When Synthetic Traces Hide Real Content: Analysis of Stable Diffusion Image Laundering S. Mandelli Paolo Bestagini Stefano Tubaro DiffM 168 11 0 15 Jul 2024
Learning Natural Consistency Representation for Face Forgery Video Detection Daichi Zhang Zihao Xiao Shikun Li Fanzhao Lin Jianmin Li Shiming Ge CVBM 247 27 0 15 Jul 2024
The Tug-of-War Between Deepfake Generation and Detection Hannah Lee Changyeon Lee Kevin Farhat Lin Qiu Steve Geluso Aerin Kim O. Etzioni 321 8 0 08 Jul 2024
GRACE: Graph-Regularized Attentive Convolutional Entanglement with Laplacian Smoothing for Robust DeepFake Video Detection Chih-Chung Hsu Shao-Ning Chen Mei-Hsuan Wu Yi-Fang Wang Chia-ming Lee Yi-Shiuan Chou CVBM 290 1 0 28 Jun 2024
How Far are AI-generated Videos from Simulating the 3D Visual World: A Learned 3D Evaluation Approach Chirui Chang Zhengzhe Liu Xiaoyang Lyu Xiaojuan Qi Yi Huang Xin Tao Pengfei Wan Di Zhang Xiaojuan Qi VGen DiffM 303 12 0 27 Jun 2024
A Sanity Check for AI-generated Image Detection Shilin Yan Ouxiang Li Jiayin Cai Y. Hao Xiaolong Jiang Feng-Long Xie Weidi Xie VLM 452 90 0 27 Jun 2024
Generalized Deepfake Attribution Sowdagar Mahammad Shahid Sudev Kumar Padhi Umesh Kashyap Sk. Subidh Ali 213 2 0 26 Jun 2024
Detection of Synthetic Face Images: Accuracy, Robustness, Generalization Nela Petrželková Jan Cech 290 0 0 25 Jun 2024
Landscape More Secure Than Portrait? Zooming Into the Directionality of Digital Images With Security Implications Benedikt Lorch Rainer Böhme 224 1 0 21 Jun 2024
Generative Topological Networks Alona Levy-Jurgenson Z. Yakhini 367 0 0 21 Jun 2024
Improving Interpretability and Robustness for the Detection of AI-Generated Images T. Gaintseva Laida Kushnareva German Magai Irina Piontkovskaya Sergey I. Nikolenko Ziquan Liu S. Barannikov Gregory Slabaugh 163 1 0 21 Jun 2024
Development of a Dual-Input Neural Model for Detecting AI-Generated Imagery Jonathan Gallagher William Pugsley 184 0 0 19 Jun 2024
DF40: Toward Next-Generation Deepfake DetectionNeural Information Processing Systems (NeurIPS), 2024 Zhiyuan Yan Taiping Yao Shen Chen Yandan Zhao Xinghe Fu ... Donghao Luo Li Yuan Chengjie Wang Shouhong Ding Yunsheng Wu 231 92 0 19 Jun 2024
Real-Time Deepfake Detection in the Real-World Bar Cavia Eliahu Horwitz Tal Reiss Yedid Hoshen 244 24 0 13 Jun 2024
MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs Xuannan Liu Zekun Li Peipei Li Shuhan Xia Xing Cui Linzhi Huang Huaibo Huang Weihong Deng Zhaofeng He 324 43 0 13 Jun 2024
FakeInversion: Learning to Detect Images from Unseen Text-to-Image Models by Inverting Stable Diffusion George Cazenavette Avneesh Sud Thomas Leung Ben Usman DiffM 200 48 0 12 Jun 2024
Continuous fake media detection: adapting deepfake detectors to new generative techniques Francesco Tassone Luca Maiano Irene Amerini 196 8 0 12 Jun 2024
AttnDreamBooth: Towards Text-Aligned Personalized Text-to-Image GenerationNeural Information Processing Systems (NeurIPS), 2024 Lianyu Pang Jian Yin Baoquan Zhao Feize Wu Fu Lee Wang Qing Li Xudong Mao DiffM 255 6 0 07 Jun 2024
Faster Than Lies: Real-time Deepfake Detection using Binary Neural Networks Lanzino Romeo Fontana Federico Diko Anxhelo Marini Marco Raoul Cinque Luigi 221 40 0 07 Jun 2024
RU-AI: A Large Multimodal Dataset for Machine Generated Content DetectionThe Web Conference (WWW), 2024 Liting Huang Zhihao Zhang Yiran Zhang Xiyue Zhou Shoujin Wang NoLa 179 8 0 07 Jun 2024
Everything to the Synthetic: Diffusion-driven Test-time Adaptation via Synthetic-Domain Alignment Jiayi Guo Junhao Zhao Chunjiang Ge Chaoqun Du Zanlin Ni Shiji Song Humphrey Shi Gao Huang TTA DiffM 218 8 0 06 Jun 2024
Principles of Designing Robust Remote Face Anti-Spoofing Systems Xiang Xu Tianchen Zhao Zheng Zhang Zhihua Li Jon Wu Alessandro Achille Mani Srivastava AAML 171 6 0 06 Jun 2024
DistilDIRE: A Small, Fast, Cheap and Lightweight Diffusion Synthesized Deepfake Detection Yewon Lim Changyeon Lee Aerin Kim O. Etzioni DiffM 170 9 0 02 Jun 2024
RIGID: A Training-free and Model-Agnostic Framework for Robust AI-Generated Image Detection Zhiyuan He Pin-Yu Chen Tsung-Yi Ho 239 23 0 30 May 2024
DeMamba: AI-Generated Video Detection on Million-Scale GenVideo Benchmark Haoxing Chen Yan Hong Zizheng Huang Zhuoer Xu Zhangxuan Gu ... Jun Lan Huijia Zhu Jianfu Zhang Weiqiang Wang Huaxiong Li Mamba 370 39 0 30 May 2024
Text Modality Oriented Image Feature Extraction for Detecting Diffusion-based DeepFake Di Yang Yihao Huang Qing Guo Felix Juefei Xu Yang Liu Run Wang G. Pu Yang Liu DiffM 142 0 0 28 May 2024
Improved Distribution Matching Distillation for Fast Image Synthesis Tianwei Yin Michael Gharbi Taesung Park Richard Zhang Eli Shechtman Frédo Durand William T. Freeman DiffM 355 260 0 23 May 2024
How to Trace Latent Generative Model Generated Images without Artificial Watermark? Zhenting Wang Vikash Sehwag Chen Chen Lingjuan Lyu Dimitris N. Metaxas Shiqing Ma WIGM 195 16 0 22 May 2024
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection MethodIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2024 Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 266 6 0 14 May 2024
Detecting music deepfakes is easy but actually hard Darius Afchar Gabriel Meseguer-Brocal Romain Hennequin 294 12 0 07 May 2024
Exposing AI-generated Videos: A Benchmark Dataset and a Local-and-Global Temporal Defect Based Detection Method Peisong He Leyao Zhu Jiaxing Li Shiqi Wang Haoliang Li EGVM 196 5 0 07 May 2024
In Anticipation of Perfect Deepfake: Identity-anchored Artifact-agnostic Detection under Rebalanced Deepfake Detection Protocol Wei-Han Wang Chin-Yuan Yeh Hsi-Wen Chen De-Nian Yang Ming-Syan Chen 186 0 0 01 May 2024
Synthetic Image Verification in the Era of Generative AI: What Works and What Isn't There Yet D. Tariang Riccardo Corvi D. Cozzolino Giovanni Poggi Koki Nagano L. Verdoliva 219 10 0 30 Apr 2024
SIDBench: A Python Framework for Reliably Assessing Synthetic Image Detection Methods Manos Schinas Symeon Papadopoulos VLM EGVM 183 13 0 29 Apr 2024
Are Watermarks Bugs for Deepfake Detectors? Rethinking Proactive Forensics Xiaoshuai Wu Xin Liao Bo Ou Yuling Liu Zheng Qin WIGM 218 17 0 27 Apr 2024
Trinity Detector:text-assisted and attention mechanisms based spectral fusion for diffusion generation image detection Jiawei Song Dengpan Ye Yunming Zhang DiffM 128 5 0 26 Apr 2024
An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape Sifat Muhammad Abdullah Aravind Cheruvu Shravya Kanchi Taejoong Chung Peng Gao Murtuza Jadliwala Bimal Viswanath AAML 192 31 0 24 Apr 2024
Beyond Deepfake Images: Detecting AI-Generated Videos Danial Samadi Vahdati Tai D. Nguyen Aref Azizpour Matthew C. Stamm 215 20 0 24 Apr 2024
DeepFeatureX Net: Deep Features eXtractors based Network for discriminating synthetic from real images Orazio Pontorno Luca Guarnera Sebastiano Battiato 289 6 0 24 Apr 2024
The Adversarial AI-Art: Understanding, Generation, Detection, and Benchmarking Yuying Li Zeyan Liu Junyi Zhao Liangqin Ren Fengjun Li Jiebo Luo Bo Luo 224 5 0 22 Apr 2024
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 223 12 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 246 2 0 20 Apr 2024
DeepFake-O-Meter v2.0: An Open Platform for DeepFake Detection Yan Ju Chengzhe Sun Shan Jia Shuwei Hou Zhaofeng Si Soumyya Kanti Datta Lipeng Ke Riky Zhou Anita Nikolich Siwei Lyu 257 6 0 19 Apr 2024