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
GAMMA: Generalizable Alignment via Multi-task and Manipulation-Augmented Training for AI-Generated Image Detection Haozhen Yan Yan Hong Suning Lang Jiahui Zhan Yikun Ji yujie Gao Jun Lan H. Zhu Weiqiang Wang Jianfu Zhang 56 1 0 12 Sep 2025
Bridging the Gap Between Ideal and Real-world Evaluation: Benchmarking AI-Generated Image Detection in Challenging Scenarios Chunxiao Li Xiaoxiao Wang Meiling Li Boming Miao Peng Sun Yunjian Zhang Xiangyang Ji Yao Zhu 89 0 0 11 Sep 2025
EfficientIML: Efficient High-Resolution Image Manipulation Localization Jinhan Li Haoyang He Lei Xie Jiangning Zhang DiffM 52 0 0 10 Sep 2025
Revisiting Deepfake Detection: Chronological Continual Learning and the Limits of Generalization Federico Fontana Anxhelo Diko Romeo Lanzino Marco Raoul Marini Bachir Kaddar G. Foresti Luigi Cinque 59 0 0 29 Aug 2025
A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection Libo Lv Tianyi Wang Mengxiao Huang Ruixia Liu Yinglong Wang 60 0 0 28 Aug 2025
"Humor, Art, or Misinformation?": A Multimodal Dataset for Intent-Aware Synthetic Image Detection Anastasios Skoularikis Stefanos-Iordanis Papadopoulos Symeon Papadopoulos P. Petrantonakis VLM 104 0 0 28 Aug 2025
FakeParts: a New Family of AI-Generated DeepFakes Gaetan Brison Soobash Daiboo Samy Aimeur Awais Hussain Sani Xi Wang Gianni Franchi Vicky Kalogeiton 72 1 0 28 Aug 2025
A Novel Local Focusing Mechanism for Deepfake Detection Generalization Mingliang Li Lin Yuanbo Wu Changhong Liu Hanxi Li 167 0 0 23 Aug 2025
REVEAL -- Reasoning and Evaluation of Visual Evidence through Aligned Language Ipsita Praharaj Yukta Butala Badrikanath Praharaj Yash Butala 64 0 0 18 Aug 2025
MIRAGE: Towards AI-Generated Image Detection in the Wild Cheng Xia Manxi Lin Jiexiang Tan Xiaoxiong Du Yang Qiu Junjun Zheng Xiangheng Kong Yuning Jiang Bo Zheng VLM 93 2 0 17 Aug 2025
CLIP-Flow: A Universal Discriminator for AI-Generated Images Inspired by Anomaly Detection Zhipeng Yuan Kai Wang Weize Quan Dong-ming Yan Tieru Wu 80 1 0 13 Aug 2025
Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Shibo Yao Renshuai Tao Xiaolong Zheng Chao Liang Chunjie Zhang 126 0 0 13 Aug 2025
AI Security Map: Holistic Organization of AI Security Technologies and Impacts on Stakeholders Hiroya Kato Kentaro Kita Kento Hasegawa Seira Hidano 88 0 0 12 Aug 2025
RAIDX: A Retrieval-Augmented Generation and GRPO Reinforcement Learning Framework for Explainable Deepfake Detection Tianxiao Li Zhenglin Huang Haiquan Wen Yiwei He Shuchang Lyu Baoyuan Wu Guangliang Cheng 95 1 0 06 Aug 2025
Towards Generalizable AI-Generated Image Detection via Image-Adaptive Prompt Learning Yiheng Li Zichang Tan Zhen Lei Xu Zhou Yang Yang 135 0 0 03 Aug 2025
MiraGe: Multimodal Discriminative Representation Learning for Generalizable AI-Generated Image Detection Kuo Shi Jie Lu Shanshan Ye G. Zhang Zhen Fang 76 0 0 03 Aug 2025
NS-Net: Decoupling CLIP Semantic Information through NULL-Space for Generalizable AI-Generated Image Detection Jiazhen Yan Fan Wang Weiwei Jiang Ziqiang Li Zhangjie Fu DiffM 136 4 0 02 Aug 2025
ForenX: Towards Explainable AI-Generated Image Detection with Multimodal Large Language Models Chuangchuang Tan Jinglu Wang Xiang Ming Renshuai Tao Yunchao Wei Y. Zhao Yan Lu 114 4 0 02 Aug 2025
Video Forgery Detection with Optical Flow Residuals and Spatial-Temporal Consistency Xi Xue Kunio Suzuki Nabarun Goswami Takuya Shintate VGen 99 0 0 01 Aug 2025
Unraveling Hidden Representations: A Multi-Modal Layer Analysis for Better Synthetic Content Forensics Tom Or Omri Azencot AAML 106 1 0 01 Aug 2025
Bi-Level Optimization for Self-Supervised AI-Generated Face Detection Mian Zou Nan Zhong Baosheng Yu Yibing Zhan Kede Ma CVBM 82 1 0 30 Jul 2025
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Chang Liu Yunfan Ye Fan Zhang Q. Zhou Yuchuan Luo Zhiping Cai 175 1 0 26 Jul 2025
ViGText: Deepfake Image Detection with Vision-Language Model Explanations and Graph Neural Networks Ahmad ALBarqawi Mahmoud Nazzal Issa M. Khalil Abdallah Khreishah Nhathai Phan 168 0 0 24 Jul 2025
Identifying Prompted Artist Names from Generated Images Grace Su Sheng-Yu Wang Aaron Hertzmann Eli Shechtman Jun-Yan Zhu Richard Zhang VLM 117 0 0 24 Jul 2025
Celeb-DF++: A Large-scale Challenging Video DeepFake Benchmark for Generalizable Forensics Yuezun Li Delong Zhu Xinjie Cui Siwei Lyu 159 2 0 24 Jul 2025
Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems Naseem Khan Tuan Nguyen Amine Bermak Issa Khalil AAML 127 3 0 24 Jul 2025
Perceptual Classifiers: Detecting Generative Images using Perceptual Features Krishna Srikar Durbha Asvin Kumar Venkataramanan Rajesh Sureddi Alan C. Bovik 77 0 0 23 Jul 2025
BusterX++: Towards Unified Cross-Modal AI-Generated Content Detection and Explanation with MLLM Haiquan Wen Tianxiao Li Zhenglin Huang Yiwei He Guangliang Cheng 220 1 0 19 Jul 2025
Rethinking Individual Fairness in Deepfake Detection Aryana Hou Li Lin Justin Li Shu Hu 173 1 0 18 Jul 2025
LATTE: Latent Trajectory Embedding for Diffusion-Generated Image Detection Ana Vasilcoiu Ivona Najdenkoska Z. Geradts Marcel Worring 115 2 0 03 Jul 2025
ForgeLens: Data-Efficient Forgery Focus for Generalizable Forgery Image Detection Yingjian Chen Lei Zhang Y. Niu 182 1 0 01 Jul 2025
AI-Generated Video Detection via Perceptual Straightening Christian Internò Robert Geirhos Markus Olhofer Sunny Liu Barbara Hammer David Klindt 206 1 0 01 Jul 2025
Riemannian-Geometric Fingerprints of Generative Models Hae Jin Song Laurent Itti 108 5 0 28 Jun 2025
Noise-Informed Diffusion-Generated Image Detection with Anomaly AttentionIEEE Transactions on Information Forensics and Security (TIFS), 2025 Weinan Guan Wei Wang Bo Peng Ziwen He Jing Dong Haonan Cheng DiffM 141 1 0 20 Jun 2025
Seeing What Matters: Generalizable AI-generated Video Detection with Forensic-Oriented Augmentation Riccardo Corvi D. Cozzolino Ekta Prashnani Shalini De Mello Koki Nagano L. Verdoliva ViT 284 1 0 20 Jun 2025
Composite Data Augmentations for Synthetic Image Detection Against Real-World Perturbations Efthymia Amarantidou C. Koutlis Symeon Papadopoulos P. Petrantonakis 64 0 0 13 Jun 2025
PairEdit: Learning Semantic Variations for Exemplar-based Image Editing Haoguang Lu Jiacheng Chen Zhenguo Yang Aurele Tohokantche Gnanha Fu Lee Wang Li Qing Xudong Mao DiffM 231 1 0 09 Jun 2025
Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Kuiyuan Zhang Wenjie Pei Rushi Lan Yifang Guo Zhongyun Hua 113 1 0 09 Jun 2025
PASS: Private Attributes Protection with Stochastic Data Substitution Yizhuo Chen Chun-Fu Chen Hsiang Hsu Shaohan Hu Tarek Abdelzaher 247 0 0 08 Jun 2025
Practical Manipulation Model for Robust Deepfake Detection Benedikt Hopf Radu Timofte AAML 212 0 0 05 Jun 2025
Towards Reliable Identification of Diffusion-based Image Manipulations Alex Costanzino Woody Bayliss Juil Sock Marc Gorriz Blanch Danijela Horak Ivan Laptev Juil Sock Fabio Pizzati DiffM 173 1 0 05 Jun 2025
RAID: A Dataset for Testing the Adversarial Robustness of AI-Generated Image Detectors Hicham Eddoubi Jonas Ricker Federico Cocchi Lorenzo Baraldi Angelo Sotgiu ... Marcella Cornia Lorenzo Baraldi Asja Fischer Rita Cucchiara Battista Biggio AAML 387 0 0 04 Jun 2025
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Jiarui Wang Huiyu Duan Juntong Wang Ziheng Jia Woo Yi Yang ... Yu Zhao Jiaying Qian Yuke Xing Guangtao Zhai Xiongkuo Min 180 1 0 03 Jun 2025
IVY-FAKE: A Unified Explainable Framework and Benchmark for Image and Video AIGC Detection Wayne Zhang Changjiang Jiang Zhonghao Zhang Chenyang Si Fengchang Yu ... Xinbin Yuan Yifei Bi Ming Zhao Zian Zhou Caifeng Shan 170 6 0 01 Jun 2025
Multiverse Through Deepfakes: The MultiFakeVerse Dataset of Person-Centric Visual and Conceptual Manipulations Parul Gupta Shreya Ghosh Tom Gedeon Thanh-Toan Do Abhinav Dhall 176 3 0 01 Jun 2025
Fooling the Watchers: Breaking AIGC Detectors via Semantic Prompt Attacks Run Hao Peng Ying 311 0 0 29 May 2025
Security Benefits and Side Effects of Labeling AI-Generated Images Sandra Höltervennhoff Jonas Ricker Maike M. Raphael Charlotte Schwedes Rebecca Weil Asja Fischer Thorsten Holz Lea Schonherr Sascha Fahl 149 1 0 28 May 2025
What Changed? Detecting and Evaluating Instruction-Guided Image Edits with Multimodal Large Language Models Lorenzo Baraldi Davide Bucciarelli Federico Betti Marcella Cornia Lorenzo Baraldi Andrii Zadaianchuk Rita Cucchiara 317 2 0 26 May 2025
So-Fake: Benchmarking and Explaining Social Media Image Forgery Detection Zhenglin Huang Tianxiao Li Xiangtai Li Haiquan Wen Yiwei He ... Hao Fei Xi Yang Xiaowei Huang Bei Peng Guangliang Cheng 475 5 0 24 May 2025
CAMME: Adaptive Deepfake Image Detection with Multi-Modal Cross-Attention Naseem Khan Tuan Nguyen Amine Bermak Issa Khalil 343 0 0 23 May 2025

All Papers

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

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