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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
LDR-Net: A Novel Framework for AI-generated Image Detection via Localized Discrepancy Representation Jiaxin Chen Miao Hu Dengyong Zhang Yun Song Xin Liao 145 2 0 23 Jan 2025
AI-Generated Music Detection and its ChallengesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Darius Afchar Gabriel Meseguer-Brocal Romain Hennequin MGen 202 4 0 20 Jan 2025
TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping Despina Konstantinidou C. Koutlis Symeon Papadopoulos 408 5 0 17 Jan 2025
HFMF: Hierarchical Fusion Meets Multi-Stream Models for Deepfake Detection Anant Mehta Bryant McArthur Nagarjuna Kolloju Zhengzhong Tu 234 3 0 10 Jan 2025
Multi-Channel Cross Modal Detection of Synthetic Face ImagesInternational Workshop on Biometrics and Forensics (IWBF), 2023 M. Ibsen Christian Rathgeb S´ebastien Marcel C. Busch CVBM 213 4 0 31 Dec 2024
A Bias-Free Training Paradigm for More General AI-generated Image DetectionComputer Vision and Pattern Recognition (CVPR), 2024 Fabrizio Guillaro Giada Zingarini Ben Usman Avneesh Sud D. Cozzolino L. Verdoliva DiffM 322 19 0 23 Dec 2024
FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction ErrorComputer Vision and Pattern Recognition (CVPR), 2024 Beilin Chu Xuan Xu Xin Wang Yanzhe Zhang Weike You Linna Zhou DiffM 454 20 0 10 Dec 2024
Epistemic Uncertainty for Generated Image Detection Jun Nie Yonggang Zhang Tongliang Liu Yiu-ming Cheung Bo Han Xinmei Tian UQCV 225 1 0 08 Dec 2024
Behavior Backdoor for Deep Learning Models Jinqiao Wang Pengfei Zhang Haoyu Wang Jian Yang Hao Liu Xianglong Liu Y. X. Wei Yao Zhao AAML 250 0 0 02 Dec 2024
Any-Resolution AI-Generated Image Detection by Spectral LearningComputer Vision and Pattern Recognition (CVPR), 2024 Dimitrios Karageorgiou Symeon Papadopoulos I. Kompatsiaris Efstratios Gavves 371 16 0 28 Nov 2024
Exploring Depth Information for Detecting Manipulated Face Videos Haoyue Wang Sheng Li Ji He Zhenxing Qian Xinpeng Zhang Shaolin Fan CVBM 288 1 0 27 Nov 2024
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 514 4 0 26 Nov 2024
Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection Zhiyuan Yan Jiangming Wang Liang Luo Peng Jin Ke-Yue Zhang Shen Chen Taiping Yao Shouhong Ding Baoyuan Wu Lichao Sun 260 0 0 23 Nov 2024
FairAdapter: Detecting AI-generated Images with Improved Fairness Feng Ding Jun Zhang Xinan He Jianfeng Xu DiffM 326 6 0 22 Nov 2024
Towards More Accurate Fake Detection on Images Generated from Advanced Generative and Neural Rendering Models Chengdong Dong Vijayakumar Bhagavatula Zhenyu Zhou Ajay Kumar 277 1 0 13 Nov 2024
Semi-Truths: A Large-Scale Dataset of AI-Augmented Images for Evaluating Robustness of AI-Generated Image detectorsNeural Information Processing Systems (NeurIPS), 2024 Anisha Pal Julia Kruk Mansi Phute Manognya Bhattaram Diyi Yang Duen Horng Chau Judy Hoffman AAML 182 9 0 12 Nov 2024
Community Forensics: Using Thousands of Generators to Train Fake Image DetectorsComputer Vision and Pattern Recognition (CVPR), 2024 Jeongsoo Park Andrew Owens 320 16 0 06 Nov 2024
Language-guided Hierarchical Fine-grained Image Forgery Detection and LocalizationInternational Journal of Computer Vision (IJCV), 2024 Xiao Guo Xiaohong Liu I. Masi Xiaoming Liu 292 23 0 31 Oct 2024
On Learning Multi-Modal Forgery Representation for Diffusion Generated Video DetectionNeural Information Processing Systems (NeurIPS), 2024 Xiufeng Song Xiao Guo Junxuan Zhang Qirui Li Lei Bai Xiaoming Liu Guangtao Zhai Xiaohong Liu VGen DiffM 548 28 0 31 Oct 2024
Fingerprints of Super Resolution Networks Jeremy Vonderfecht Feng Liu 167 1 0 29 Oct 2024
The Cat and Mouse Game: The Ongoing Arms Race Between Diffusion Models and Detection Methods Linda Laurier Ave Giulietta Arlo Octavia Meade Cleti 355 6 0 24 Oct 2024
ODDN: Addressing Unpaired Data Challenges in Open-World Deepfake Detection on Online Social NetworksAAAI Conference on Artificial Intelligence (AAAI), 2024 Renshuai Tao Manyi Le Chuangchuang Tan Huan Liu Haotong Qin Yao Zhao 110 4 0 24 Oct 2024
Training Better Deep Learning Models Using Human Saliency Aidan Boyd Patrick J. Tinsley Kevin W. Bowyer A. Czajka 247 0 0 21 Oct 2024
FAMSeC: A Few-shot-sample-based General AI-generated Image Detection MethodIEEE Signal Processing Letters (SPL), 2024 Juncong Xu Yang Yang Han Fang Honggu Liu Weiming Zhang 193 8 0 17 Oct 2024
MiRAGeNews: Multimodal Realistic AI-Generated News DetectionConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Runsheng Huang Liam Dugan Yue Yang Chris Callison-Burch 198 8 0 11 Oct 2024
HyperDet: Generalizable Detection of Synthesized Images by Generating and Merging A Mixture of Hyper LoRAs Huangsen Cao Yongwei Wang Yinfeng Liu Sixian Zheng Kangtao Lv Zhimeng Zhang Bo Zhang Xin Ding Fei Wu 168 2 0 08 Oct 2024
Exploring Strengths and Weaknesses of Super-Resolution Attack in Deepfake Detection D. Coccomini R. Caldelli Fabrizio Falchi Claudio Gennaro Giuseppe Amato SupR AAML 207 0 0 05 Oct 2024
Adversarial Robustness of AI-Generated Image Detectors in the Real World Sina Mavali Jonas Ricker David Pape Yash Sharma Asja Fischer AAML 317 3 0 02 Oct 2024
Zero-Shot Detection of AI-Generated ImagesEuropean Conference on Computer Vision (ECCV), 2024 D. Cozzolino Giovanni Poggi Matthias Nießner L. Verdoliva 365 34 0 24 Sep 2024
Fake It till You Make It: Curricular Dynamic Forgery Augmentations towards General Deepfake DetectionEuropean Conference on Computer Vision (ECCV), 2024 Yuzhen Lin Wentang Song Bin Li Yuezun Li Jiangqun Ni Han Chen Qiushi Li 168 32 0 22 Sep 2024
Deep Learning Technology for Face Forgery Detection: A Survey Lixia Ma Puning Yang Yuting Xu Ziming Yang Peipei Li Huaibo Huang 191 11 0 22 Sep 2024
Present and Future Generalization of Synthetic Image Detectors Pablo Bernabeu Perez Enrique Lopez-Cuena Dario Garcia-Gasulla 137 0 0 21 Sep 2024
Shaking the Fake: Detecting Deepfake Videos in Real Time via Active Probes Zhixin Xie Jun Luo 152 0 0 17 Sep 2024
Detect Fake with Fake: Leveraging Synthetic Data-driven Representation for Synthetic Image Detection Hina Otake Yoshihiro Fukuhara Yoshiki Kubotani Shigeo Morishima ViT 190 1 0 13 Sep 2024
DeCLIP: Decoding CLIP representations for deepfake localizationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Stefan Smeu Elisabeta Oneata Dan Oneaţă 211 11 0 12 Sep 2024
UGAD: Universal Generative AI Detector utilizing Frequency FingerprintsInternational Conference on Information and Knowledge Management (CIKM), 2024 Inzamamul Alam Muhammad Shahid Muneer Simon Woo 267 11 0 12 Sep 2024
Learning to Discover Forgery Cues for Face Forgery DetectionIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2024 Jiahe Tian Peng-Wen Chen Cai Yu Xiaomeng Fu Xi Wang Jiao Dai Jizhong Han CVBM AAML 227 17 0 02 Sep 2024
Can We Leave Deepfake Data Behind in Training Deepfake Detector?Neural Information Processing Systems (NeurIPS), 2024 Jikang Cheng Zhiyuan Yan Ying Zhang Yuhao Luo Zhongyuan Wang Ying Zhang 190 36 0 30 Aug 2024
Tex-ViT: A Generalizable, Robust, Texture-based dual-branch cross-attention deepfake detector Deepak Dagar Dinesh Kumar Vishwakarma ViT 183 3 0 29 Aug 2024
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 352 4 0 29 Aug 2024
GenCA: A Text-conditioned Generative Model for Realistic and Drivable Codec Avatars Keqiang Sun Amin Jourabloo Riddhish Bhalodia Moustafa Meshry Yu Rong ... Christian Haene Jiu Xu Sam Johnson Hongsheng Li Sofien Bouaziz DiffM 173 4 0 24 Aug 2024
Evolution of Detection Performance throughout the Online Lifespan of Synthetic Images Dimitrios Karageorgiou Quentin Bammey Valentin Porcellini Bertrand Goupil Denis Teyssou Symeon Papadopoulos 212 5 0 21 Aug 2024
C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake DetectionAAAI Conference on Artificial Intelligence (AAAI), 2024 Chuangchuang Tan Renshuai Tao Huan Liu Guanghua Gu Baoyuan Wu Yao Zhao Yunchao Wei VLM 228 50 0 19 Aug 2024
Improving Synthetic Image Detection Towards Generalization: An Image Transformation PerspectiveKnowledge Discovery and Data Mining (KDD), 2024 Ouxiang Li Jiayin Cai Y. Hao Xiaolong Jiang Feng-Long Xie Fuli Feng AAML 244 35 0 13 Aug 2024
ED $^4$ : Explicit Data-level Debiasing for Deepfake DetectionIEEE Transactions on Image Processing (TIP), 2024 Jikang Cheng Ying Zhang Qin Zou Zhiyuan Yan Chao Liang Zhongyuan Wang Ying Zhang AAML 196 9 0 13 Aug 2024
Synthetic Photography Detection: A Visual Guidance for Identifying Synthetic Images Created by AI Melanie Mathys Marco Willi Raphael Meier 174 4 0 12 Aug 2024
StealthDiffusion: Towards Evading Diffusion Forensic Detection through Diffusion ModelACM Multimedia (MM), 2024 Ziyin Zhou Ke Sun Zhongxi Chen Huafeng Kuang Xiaoshuai Sun Rongrong Ji AAML DiffM 236 13 0 11 Aug 2024
Multiple Contexts and Frequencies Aggregation Network forDeepfake Detection Zifeng Li Wen-Jun Tang Shijun Gao Shuai Wang Yanxiang Wang CVBM 270 3 0 03 Aug 2024
Deepfake Media Forensics: State of the Art and Challenges AheadInternational Conference on Advances in Social Networks Analysis and Mining (ASONAM), 2024 Irene Amerini Mauro Barni Sebastiano Battiato Paolo Bestagini Giulia Boato ... Davide Salvi Stefano Tubaro Claudia Melis Tonti Massimo Villari D. Vitulano AAML 316 14 0 01 Aug 2024
Conditioned Prompt-Optimization for Continual Deepfake Detection Francesco Laiti Benedetta Liberatori Thomas De Min Elisa Ricci 264 7 0 31 Jul 2024