v1v2 (latest)

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
Multimodal Conditional Information Bottleneck for Generalizable AI-Generated Image Detection Haotian Qin Dongliang Chang Y. Gao Bingyao Yu Lei Chen Zhanyu Ma 268 1 0 21 May 2025
BusterX: MLLM-Powered AI-Generated Video Forgery Detection and Explanation Haiquan Wen Yiwei He Zhenglin Huang Tianxiao Li Zihan Yu Xingru Huang Lu Qi Baoyuan Wu Xuelong Li Guangliang Cheng VGen 363 3 0 19 May 2025
Is Artificial Intelligence Generated Image Detection a Solved Problem? Ziqiang Li Jiazhen Yan Ziwen He Kai Zeng Weiwei Jiang Lizhi Xiong Zhangjie Fu AAML 210 12 0 18 May 2025
X-Edit: Detecting and Localizing Edits in Images Altered by Text-Guided Diffusion Models Valentina Bazyleva Nicolo Bonettini Gaurav Bharaj DiffM 211 2 0 16 May 2025
DRAGON: A Large-Scale Dataset of Realistic Images Generated by Diffusion Models Giulia Bertazzini Daniele Baracchi Dasara Shullani Isao Echizen Alessandro Piva 354 0 0 16 May 2025
LAMM-ViT: AI Face Detection via Layer-Aware Modulation of Region-Guided Attention Jiangling Zhang Weijie Zhu Jirui Huang Yaxiong Chen 192 0 0 12 May 2025
Where's the liability in the Generative Era? Recovery-based Black-Box Detection of AI-Generated ContentComputer Vision and Pattern Recognition (CVPR), 2025 Haoyue Bai Yiyou Sun Wei Cheng Haifeng Chen AAML 236 1 0 02 May 2025
Combating Falsification of Speech Videos with Live Optical Signatures (Extended Version) Hadleigh Schwartz Xiaofeng Yan Charles J. Carver Xia Zhou 311 0 0 30 Apr 2025
A Brief Review for Compression and Transfer Learning Techniques in DeepFake DetectionInternational Conference on Digital Signal Processing (DSP), 2025 Andreas Karathanasis John Violos I. Kompatsiaris Symeon Papadopoulos 161 1 0 29 Apr 2025
Advance Fake Video Detection via Vision TransformersInformation Hiding and Multimedia Security Workshop (IH&MMSec), 2025 Joy Battocchio S. Dell’Anna Andrea Montibeller Giulia Boato ViT VGen 207 1 0 29 Apr 2025
Adaptive Dual-domain Learning for Underwater Image EnhancementAAAI Conference on Artificial Intelligence (AAAI), 2025 Lingtao Peng Liheng Bian 161 1 0 27 Apr 2025
Manifold Induced Biases for Zero-shot and Few-shot Detection of Generated ImagesInternational Conference on Learning Representations (ICLR), 2025 Vikas Pahuja Amit Giloni Omer Hofman Roman Vainshtein Hisashi Kojima Guy Gilboa 259 4 0 21 Apr 2025
Towards Explainable Fake Image Detection with Multi-Modal Large Language Models Yikun Ji Y. Hong Jiahui Zhan H. Chen Jun Lan Huijia Zhu Weiqiang Wang Guang Dai Jianfu Zhang MLLM LRM 396 4 0 19 Apr 2025
MLEP: Multi-granularity Local Entropy Patterns for Universal AI-generated Image Detection Lin Yuan Xuelong Li Yan Zhang Jiawei Zhang Hongbo Li Xinbo Gao 278 0 0 18 Apr 2025
Can GPT tell us why these images are synthesized? Empowering Multimodal Large Language Models for ForensicsInformation Hiding and Multimedia Security Workshop (IH&MMSec), 2025 Yiran He Yun Cao Bowen Yang Zeyu Zhang 177 2 0 16 Apr 2025
Zooming In on Fakes: A Novel Dataset for Localized AI-Generated Image Detection with Forgery Amplification Approach Lvpan Cai Haowei Wang Jinfa Huang YanShu ZhouMen Yiwei Ma Xiaoshuai Sun Liujuan Cao Rongrong Ji ViT 237 3 0 16 Apr 2025
Model Discrepancy Learning: Synthetic Faces Detection Based on Multi-Reconstruction Qingchao Jiang Zhishuo Xu Zhiying Zhu Ning Chen Haoyue Wang Zhongjie Ba 131 0 0 10 Apr 2025
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution Danielle Sullivan-Pao Nicole Tian Pooya Khorrami CLL 222 1 0 10 Apr 2025
From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes Long Ma Zhiyuan Yan Jin Xu Jin Xu Qinglang Guo Hu Huang Yong Liao Hui Lin CVBM 254 5 0 07 Apr 2025
Accurate GPU Memory Prediction for Deep Learning Jobs through Dynamic Analysis Jiabo Shi Yehia Elkhatib 3DH VLM 161 1 0 04 Apr 2025
GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation Zhiyuan Yan Junyan Ye Weijia Li Zilong Huang Shenghai Yuan Xiangyang He Kaiqing Lin Jun-Jian He Conghui He Lichao Sun MLLM EGVM 395 50 0 03 Apr 2025
All Patches Matter, More Patches Better: Enhance AI-Generated Image Detection via Panoptic Patch Learning Zheng Yang Ruoxin Chen Zhiyuan Yan Ke-Yue Zhang Xinghe Fu Shuang Wu Xiujun Shu Taiping Yao Junchi Yan Shouhong Ding 299 8 0 02 Apr 2025
Exploring the Collaborative Advantage of Low-level Information on Generalizable AI-Generated Image Detection Ziyin Zhou Ke Sun Zhongxi Chen Xianming Lin Yunpeng Luo Ke Yan Shouhong Ding Xiaoshuai Sun 271 0 0 01 Apr 2025
FakeScope: Large Multimodal Expert Model for Transparent AI-Generated Image Forensics Yixuan Li Yu Tian Yipo Huang Wei Lu Shiqi Wang Weisi Lin Anderson de Rezende Rocha 296 3 0 31 Mar 2025
Towards Generalizable Forgery Detection and Reasoning Y. Gao Dongliang Chang Bingyao Yu Haotian Qin Muxi Diao Lei Chen Kongming Liang Zhanyu Ma 308 2 0 27 Mar 2025
Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated ImagesComputer Vision and Pattern Recognition (CVPR), 2025 Tai D. Nguyen Aref Azizpour Matthew C. Stamm 328 2 0 26 Mar 2025
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic EvidenceIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Tai D. Nguyen Matthew C. Stamm 250 0 0 26 Mar 2025
CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AIComputer Vision and Pattern Recognition (CVPR), 2025 Siyuan Cheng Lingjuan Lyu Zhenting Wang Xinming Zhang Vikash Sehwag 229 12 0 24 Mar 2025
Model-Guardian: Protecting against Data-Free Model Stealing Using Gradient Representations and Deceptive Predictions Yunfei Yang Xiaojun Chen Yuexin Xuan Zhendong Zhao AAML 270 0 0 23 Mar 2025
TruthLens: Visual Grounding for Universal DeepFake Reasoning Rohit Kundu Shan Jia Vishal Mohanty Athula Balachandran Amit K. Roy-Chowdhury 334 3 0 20 Mar 2025
Spot the Fake: Large Multimodal Model-Based Synthetic Image Detection with Artifact Explanation Siwei Wen Junyan Ye Peilin Feng Hengrui Kang Zichen Wen Yuxiao Chen Jiang Wu Wenjun Wu Conghui He Weijia Li 269 24 0 19 Mar 2025
TruthLens:A Training-Free Paradigm for DeepFake Detection Ritabrata Chakraborty Rajatsubhra Chakraborty Ali Khaleghi Rahimian Thomas MacDougall 131 1 0 19 Mar 2025
Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language ModelsComputer Vision and Pattern Recognition (CVPR), 2025 Jin Wang Chenghui Lv Xian Li Shichao Dong Huadong Li Kelu Yao Chao Li Wenqi Shao Ping Luo 308 10 0 19 Mar 2025
LEGION: Learning to Ground and Explain for Synthetic Image Detection Hengrui Kang Siwei Wen Zichen Wen Junyan Ye Weijia Li ... Baichuan Zhou Bin Wang Dahua Lin Linfeng Zhang Conghui He 292 28 0 19 Mar 2025
Provenance Detection for AI-Generated Images: Combining Perceptual Hashing, Homomorphic Encryption, and AI Detection Models Shree Singhi Aayan Yadav Aayush Gupta Shariar Ebrahimi Parisa Hassanizadeh 241 2 0 14 Mar 2025
Revealing the Implicit Noise-based Imprint of Generative Models Xinghan Li Yue Yu Yue Yu Haijun Shan Haijun Shan 219 1 0 12 Mar 2025
Generalizable AI-Generated Image Detection Based on Fractal Self-Similarity in the Spectrum Shengpeng Xiao Yuanfang Guo Heqi Peng Zeming Liu Liang Yang Yanjie Wang 229 2 0 11 Mar 2025
Few-Shot Class-Incremental Model Attribution Using Learnable Representation From CLIP-ViT Features Hanbyul Lee Juneho Yi DiffM 242 1 0 11 Mar 2025
VoD: Learning Volume of Differences for Video-Based Deepfake Detection Ying Xu Marius Pedersen Kiran Raja 152 0 0 10 Mar 2025
Chameleon: On the Scene Diversity and Domain Variety of AI-Generated Videos Detection Meiyu Zeng Xingming Liao C. L. Philip Chen Hongyan Wu Zhuowei Wang Chong Chen Aimin Yang 217 2 0 09 Mar 2025
Explainable Synthetic Image Detection through Diffusion Timestep Ensembling Y. Wu Feiran Zhang Tianyuan Shi Ruicheng Yin Zhenghua Wang Zhenliang Gan Xinyu Wang Changze Lv Xiaoqing Zheng Qi Zhang 397 2 0 08 Mar 2025
VLForgery Face Triad: Detection, Localization and Attribution via Multimodal Large Language Models Xinan He Yue Zhou Bing Fan Bin Li Guopu Zhu Feng Ding 238 11 0 08 Mar 2025
Deepfake-Eval-2024: A Multi-Modal In-the-Wild Benchmark of Deepfakes Circulated in 2024 Nuria Alina Chandra Ryan Murtfeldt Lin Qiu Arnab Karmakar Hannah Lee ... Sejin Paik Changyeon Lee Jongwook Choi Aerin Kim O. Etzioni 344 20 0 04 Mar 2025
Recent Advances on Generalizable Diffusion-generated Image Detection Qijie Xu Defang Chen Jiawei Chen Siwei Lyu C. Wang 322 4 0 27 Feb 2025
HRR: Hierarchical Retrospection Refinement for Generated Image Detection Peipei Yuan Zijing Xie Shuo Ye Hong Chen Yulong Wang DiffM 699 1 0 25 Feb 2025
SFLD: Reducing the content bias for AI-generated Image DetectionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Seoyeon Gye Junwon Ko Hyounguk Shon Minchan Kwon Junmo Kim 174 5 0 24 Feb 2025
LaRE $^2$ : Latent Reconstruction Error Based Method for Diffusion-Generated Image DetectionComputer Vision and Pattern Recognition (CVPR), 2024 Yunpeng Luo Junlong Du Ke Yan Shouhong Ding DiffM 349 55 0 24 Feb 2025
Methods and Trends in Detecting AI-Generated Images: A Comprehensive Review Arpan Mahara N. Rishe AAML 822 7 0 21 Feb 2025
Characterizing Photorealism and Artifacts in Diffusion Model-Generated ImagesInternational Conference on Human Factors in Computing Systems (CHI), 2025 Negar Kamali Karyn Nakamura Aakriti Kumar Angelos Chatzimparmpas Jessica Hullman Matthew Groh 271 3 0 17 Feb 2025
PDA: Generalizable Detection of AI-Generated Images via Post-hoc Distribution Alignment Li Wang Wenyu Chen Zheng Li Shanqing Guo 181 2 0 15 Feb 2025