CNN-generated images are surprisingly easy to spot... for now

23 December 2019

Papers citing "CNN-generated images are surprisingly easy to spot... for now"

50 / 517 papers shown

Title
FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction Error Beilin Chu Xuan Xu Xin Wang Yuhang Zhang Weike You Linna Zhou DiffM 100 1 0 10 Dec 2024
Detecting Discrepancies Between AI-Generated and Natural Images Using Uncertainty Jun Nie Yonggang Zhang Tongliang Liu Y. Cheung Bo Han Xinmei Tian UQCV 95 0 0 08 Dec 2024
Behavior Backdoor for Deep Learning Models J. T. Wang Pengfei Zhang R. Tao Jian Yang Hao Liu X. Liu Y. X. Wei Yao Zhao AAML 83 0 0 02 Dec 2024
Any-Resolution AI-Generated Image Detection by Spectral Learning Dimitrios Karageorgiou Symeon Papadopoulos I. Kompatsiaris Efstratios Gavves 103 0 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 76 0 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 110 1 0 26 Nov 2024
FairAdapter: Detecting AI-generated Images with Improved Fairness Feng Ding Jun Zhang Xinan He Jianfeng Xu DiffM 88 2 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 36 0 0 13 Nov 2024
Semi-Truths: A Large-Scale Dataset of AI-Augmented Images for Evaluating Robustness of AI-Generated Image detectors Anisha Pal Julia Kruk Mansi Phute Manognya Bhattaram Diyi Yang Duen Horng Chau Judy Hoffman AAML 47 2 0 12 Nov 2024
Community Forensics: Using Thousands of Generators to Train Fake Image Detectors Jeongsoo Park Andrew Owens 34 3 0 06 Nov 2024
On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection Xiufeng Song Xiao Guo J. Zhang Qirui Li Lei Bai Xiaoming Liu Guangtao Zhai Xiaohong Liu DiffM VGen 71 9 0 31 Oct 2024
Language-guided Hierarchical Fine-grained Image Forgery Detection and Localization Xiao Guo Xiaohong Liu I. Masi Xiaoming Liu 95 9 0 31 Oct 2024
Fingerprints of Super Resolution Networks Jeremy Vonderfecht Feng Liu 26 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 53 3 0 24 Oct 2024
ODDN: Addressing Unpaired Data Challenges in Open-World Deepfake Detection on Online Social Networks Renshuai Tao Manyi Le Chuangchuang Tan Huan Liu Haotong Qin Yao Zhao 32 1 0 24 Oct 2024
Training Better Deep Learning Models Using Human Saliency Aidan Boyd Patrick J. Tinsley Kevin W. Bowyer A. Czajka 37 0 0 21 Oct 2024
FAMSeC: A Few-shot-sample-based General AI-generated Image Detection Method Juncong Xu Yang Yang Han Fang Honggu Liu Weiming Zhang 37 1 0 17 Oct 2024
MiRAGeNews: Multimodal Realistic AI-Generated News Detection Runsheng Huang Liam Dugan Yuqing Yang Chris Callison-Burch 44 3 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 28 1 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 26 0 0 05 Oct 2024
Fake It Until You Break It: On the Adversarial Robustness of AI-generated Image Detectors Sina Mavali Jonas Ricker David Pape Yash Sharma Asja Fischer Lea Schönherr AAML 36 3 0 02 Oct 2024
Zero-Shot Detection of AI-Generated Images D. Cozzolino Giovanni Poggi Matthias Nießner L. Verdoliva 47 11 0 24 Sep 2024
Fake It till You Make It: Curricular Dynamic Forgery Augmentations towards General Deepfake Detection Yuzhen Lin Wentang Song Bin Li Yuezun Li Jiangqun Ni Han Chen Qiushi Li 34 13 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 45 1 0 22 Sep 2024
Present and Future Generalization of Synthetic Image Detectors Pablo Bernabeu Perez Enrique Lopez-Cuena Dario Garcia-Gasulla 26 0 0 21 Sep 2024
Shaking the Fake: Detecting Deepfake Videos in Real Time via Active Probes Zhixin Xie Jun Luo 28 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 56 0 0 13 Sep 2024
DeCLIP: Decoding CLIP representations for deepfake localization Stefan Smeu Elisabeta Oneata Dan Oneaţă 65 4 0 12 Sep 2024
UGAD: Universal Generative AI Detector utilizing Frequency Fingerprints Inzamamul Alam Muhammad Shahid Muneer Simon Woo 34 2 0 12 Sep 2024
Learning to Discover Forgery Cues for Face Forgery Detection Jiahe Tian Peng-Wen Chen Cai Yu Xiaomeng Fu Xi Wang Jiao Dai Jizhong Han CVBM AAML 35 6 0 02 Sep 2024
Can We Leave Deepfake Data Behind in Training Deepfake Detector? Jikang Cheng Zhiyuan Yan Ying Zhang Yuhao Luo Zhongyuan Wang Chen Li 36 10 0 30 Aug 2024
Tex-ViT: A Generalizable, Robust, Texture-based dual-branch cross-attention deepfake detector Deepak Dagar Dinesh Kumar Vishwakarma ViT 40 0 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 34 2 0 29 Aug 2024
Guided and Fused: Efficient Frozen CLIP-ViT with Feature Guidance and Multi-Stage Feature Fusion for Generalizable Deepfake Detection Yingjian Chen Lei Zhang Yakun Niu Pei Chen Lei Tan Jing Zhou 26 1 0 25 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 50 0 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 62 2 0 21 Aug 2024
C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake Detection Chuangchuang Tan Renshuai Tao Huan Liu Guanghua Gu Baoyuan Wu Yao Zhao Yunchao Wei VLM 101 8 0 19 Aug 2024
ED $^4$ : Explicit Data-level Debiasing for Deepfake Detection Jikang Cheng Ying Zhang Qin Zou Zhiyuan Yan Chao Liang Zhongyuan Wang Chen Li AAML 30 3 0 13 Aug 2024
Improving Synthetic Image Detection Towards Generalization: An Image Transformation Perspective Ouxiang Li Jiayin Cai Y. Hao Xiaolong Jiang Yao Hu Fuli Feng AAML 35 7 0 13 Aug 2024
Synthetic Photography Detection: A Visual Guidance for Identifying Synthetic Images Created by AI Melanie Mathys Marco Willi Raphael Meier 38 3 0 12 Aug 2024
StealthDiffusion: Towards Evading Diffusion Forensic Detection through Diffusion Model Ziyin Zhou Ke Sun Zhongxi Chen Huafeng Kuang Xiaoshuai Sun Rongrong Ji AAML DiffM 59 2 0 11 Aug 2024
Multiple Contexts and Frequencies Aggregation Network forDeepfake Detection Zifeng Li Wen-Jun Tang Shijun Gao Shuai Wang Yanxiang Wang CVBM 33 2 0 03 Aug 2024
Deepfake Media Forensics: State of the Art and Challenges Ahead Irene Amerini Mauro Barni Sebastiano Battiato Paolo Bestagini Giulia Boato ... Davide Salvi Stefano Tubaro Claudia Melis Tonti Massimo Villari D. Vitulano AAML 46 5 0 01 Aug 2024
Conditioned Prompt-Optimization for Continual Deepfake Detection Francesco Laiti Benedetta Liberatori Thomas De Min Elisa Ricci 40 3 0 31 Jul 2024
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 39 1 0 30 Jul 2024
Contrasting Deepfakes Diffusion via Contrastive Learning and Global-Local Similarities Lorenzo Baraldi Federico Cocchi Marcella Cornia Lorenzo Baraldi Alessandro Nicolosi Rita Cucchiara 38 8 0 29 Jul 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 62 5 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 38 1 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 35 0 0 19 Jul 2024
Towards Understanding Unsafe Video Generation Yan Pang Aiping Xiong Yang Zhang Tianhao Wang EGVM 34 2 0 17 Jul 2024