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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
Generalized Design Choices for Deepfake Detectors Lorenzo Pellegrini Serafino Pandolfini Davide Maltoni Matteo Ferrara Marco Prati Marco Ramilli 64 0 0 26 Nov 2025
DinoLizer: Learning from the Best for Generative Inpainting Localization Minh Thong Doi Jan Butora V. Itier Jérémie Boulanger Patrick Bas DiffM 183 0 0 25 Nov 2025
PRADA: Probability-Ratio-Based Attribution and Detection of Autoregressive-Generated Images Simon Damm Jonas Ricker Henning Petzka Asja Fischer 85 0 0 25 Nov 2025
Frequency Bias Matters: Diving into Robust and Generalized Deep Image Forgery DetectionIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2025 Chi Liu Tianqing Zhu Wanlei Zhou Wei Zhao AAML 64 0 0 25 Nov 2025
When Semantics Regulate: Rethinking Patch Shuffle and Internal Bias for Generated Image Detection with CLIP Beilin Chu Weike You Mengtao Li Tingting Zheng Kehan Zhao Xuan Xu Zhigao Lu Jia Song Moxuan Xu Linna Zhou 76 0 0 24 Nov 2025
DiffSeg30k: A Multi-Turn Diffusion Editing Benchmark for Localized AIGC Detection Hai Ci Ziheng Peng Pei Yang Yingxin Xuan Mike Zheng Shou 88 0 0 24 Nov 2025
Beyond Binary Classification: A Semi-supervised Approach to Generalized AI-generated Image Detection Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac 16 0 0 23 Nov 2025
Consolidating Diffusion-Generated Video Detection with Unified Multimodal Forgery Learning Xiaohong Liu Xiufeng Song Huayu Zheng Lei Bai Xiaoming Liu Guangtao Zhai DiffM 44 0 0 22 Nov 2025
How Noise Benefits AI-generated Image Detection Jiazhen Yan Ziqiang Li Fan Wang Kai Zeng Zhangjie Fu AAML 100 0 0 20 Nov 2025
Supervised Contrastive Learning for Few-Shot AI-Generated Image Detection and Attribution Jaime Álvarez Urueña David Camacho Javier Huertas-Tato 52 0 0 20 Nov 2025
DGS-Net: Distillation-Guided Gradient Surgery for CLIP Fine-Tuning in AI-Generated Image Detection Jiazhen Yan Ziqiang Li Fan Wang Boyu Wang Zhangjie Fu 116 0 0 17 Nov 2025
DINO-Detect: A Simple yet Effective Framework for Blur-Robust AI-Generated Image Detection Jialiang Shen Jiyang Zheng Yunqi Xue Huajie Chen Yu Yao ... Ruiqi Liu Helin Gong Yang Yang Dadong Wang Tongliang Liu 139 0 0 16 Nov 2025
Improving Deepfake Detection with Reinforcement Learning-Based Adaptive Data Augmentation Yuxuan Zhou Tao Yu Wen Huang Yuheng Zhang Tao Dai Shu-Tao Xia 72 0 0 10 Nov 2025
LiteUpdate: A Lightweight Framework for Updating AI-Generated Image Detectors Jiajie Lu Zhenkan Fu Na Zhao Long Xing Kejiang Chen Weiming Zhang Nenghai Yu VLM 144 1 0 10 Nov 2025
CINEMAE: Leveraging Frozen Masked Autoencoders for Cross-Generator AI Image Detection Minsuk Jang Hyeonseo Jeong Minseok Son Changick Kim 20 0 0 09 Nov 2025
DeepForgeSeal: Latent Space-Driven Semi-Fragile Watermarking for Deepfake Detection Using Multi-Agent Adversarial Reinforcement Learning Tharindu Fernando Clinton Fookes Sridha Sridharan AAML 136 0 0 07 Nov 2025
AI-Generated Image Detection: An Empirical Study and Future Research Directions Nusrat Tasnim Kutub Uddin K. Malik AAML 140 0 0 04 Nov 2025
Detecting Generated Images by Fitting Natural Image Distributions Yonggang Zhang Jun Nie Xinmei Tian Mingming Gong Kun Zhang Bo Han 112 1 0 03 Nov 2025
Leveraging Hierarchical Image-Text Misalignment for Universal Fake Image Detection D. Zhang Tong Zhang Jianmin Bao Shiming Ge Sabine Süsstrunk 57 0 0 01 Nov 2025
Enhancing Frequency Forgery Clues for Diffusion-Generated Image Detection D. Zhang Tong Zhang Shiming Ge Sabine Süsstrunk DiffM AAML 100 0 0 01 Nov 2025
From Evidence to Verdict: An Agent-Based Forensic Framework for AI-Generated Image Detection Mengfei Liang Y. Qu Yukun Jiang Michael Backes Yang Zhang 92 0 0 31 Oct 2025
Who Made This? Fake Detection and Source Attribution with Diffusion Features S. Bonechi P. Andreini Barbara Toniella Corradini DiffM 96 1 0 31 Oct 2025
Revisiting Reconstruction-based AI-generated Image Detection: A Geometric Perspective Wan Jiang Jing Yan Ruixuan Zhang Xiaojing Chen Changtao Miao Zhe Li C. D. Lin Yunfeng Diao Richang Hong AAML 56 1 0 29 Oct 2025
UniAIDet: A Unified and Universal Benchmark for AI-Generated Image Content Detection and Localization Huixuan Zhang Xiaojun Wan EGVM 105 0 0 27 Oct 2025
xMem: A CPU-Based Approach for Accurate Estimation of GPU Memory in Deep Learning Training Workloads Jiabo Shi Dimitrios Pezaros Yehia Elkhatib 68 0 0 23 Oct 2025
Fit for Purpose? Deepfake Detection in the Real World Guangyu Lin Li Lin Christina P. Walker Daniel S. Schiff Shu Hu 91 1 0 18 Oct 2025
Fourier-Based GAN Fingerprint Detection using ResNet50International Conference on Information Security and Cryptology (ICISC), 2025 Sai Teja Erukude Viswa Chaitanya Marella Suhasnadh Reddy Veluru 68 0 0 18 Oct 2025
LOTA: Bit-Planes Guided AI-Generated Image Detection Hongsong Wang Renxi Cheng Yang Zhang Chaolei Han Jie Gui DiffM 72 1 0 16 Oct 2025
Learning an Image Editing Model without Image Editing Pairs Nupur Kumari Sheng-Yu Wang Nanxuan Zhao Yotam Nitzan Yuheng Li Krishna Kumar Singh Richard Zhang Eli Shechtman Jun-Yan Zhu Xun Huang DiffM 215 0 0 16 Oct 2025
Semantic Visual Anomaly Detection and Reasoning in AI-Generated Images Chuangchuang Tan Xiang Ming Jinglu Wang Renshuai Tao Bin Li Y. X. Wei Yao Zhao Yan Lu 52 0 0 11 Oct 2025
$$\bf{D^3}$QE: Learning Discrete Distribution Discrepancy-aware Quantization Error for Autoregressive-Generated Image Detection$ $\bf{D^3}$ QE: Learning Discrete Distribution Discrepancy-aware Quantization Error for Autoregressive-Generated Image Detection Yanran Zhang Bingyao Yu Yu Zheng Wenzhao Zheng Yueqi Duan Lei Chen Jie Zhou Jiwen Lu MQ 141 1 0 07 Oct 2025
Redefining Generalization in Visual Domains: A Two-Axis Framework for Fake Image Detection with FusionDetect Amirtaha Amanzadi Zahra Dehghanian Hamid Beigy Hamid R. Rabiee 181 0 0 07 Oct 2025
Zoom-In to Sort AI-Generated Images Out Yikun Ji Y. Hong Bowen Deng Jun Lan Huijia Zhu Weiqiang Wang Liqing Zhang Jianfu Zhang 100 0 0 05 Oct 2025
Mirage: Unveiling Hidden Artifacts in Synthetic Images with Large Vision-Language Models Pranav Sharma Shivank Garg Durga Toshniwal VLM 80 0 0 04 Oct 2025
Towards Imperceptible Adversarial Defense: A Gradient-Driven Shield against Facial Manipulations Yue Li Linying Xue Dongdong Lin Qiushi Li Hui Tian Hongxia Wang AAML 48 0 0 02 Oct 2025
OmniDFA: A Unified Framework for Open Set Synthesis Image Detection and Few-Shot Attribution Shiyu Wu Shuyan Li Jing Li Jing Liu Yequan Wang 76 0 0 30 Sep 2025
Seeing Before Reasoning: A Unified Framework for Generalizable and Explainable Fake Image Detection Kaiqing Lin Zhiyuan Yan Ruoxin Chen Junyan Ye Ke-Yue Zhang Yue Zhou Peng Jin Bin Li Taiping Yao Shouhong Ding AAML LRM 108 6 0 29 Sep 2025
Seeing Through the Blur: Unlocking Defocus Maps for Deepfake Detection Minsun Jeon Simon S. Woo 92 2 0 27 Sep 2025
Deepfakes: we need to re-think the concept of "real" images J. Keuper Margret Keuper 78 0 0 26 Sep 2025
The Unwinnable Arms Race of AI Image Detection Till Aczél Lorenzo Vettor Andreas Plesner Roger Wattenhofer 162 0 0 25 Sep 2025
FerretNet: Efficient Synthetic Image Detection via Local Pixel Dependencies Shuqiao Liang Jian Liu Renzhang Chen Quanlong Guan 100 1 0 25 Sep 2025
ThinkFake: Reasoning in Multimodal Large Language Models for AI-Generated Image Detection Tai-Ming Huang Wei-Tung Lin Kai-Lung Hua Wen-Huang Cheng Junichi Yamagishi Jun-Cheng Chen OffRL LRM 68 2 0 24 Sep 2025
Is It Certainly a Deepfake? Reliability Analysis in Detection & Generation Ecosystem Neslihan Kose Anthony Rhodes U. Ciftci Ilke Demir 190 0 0 22 Sep 2025
PolyJuice Makes It Real: Black-Box, Universal Red Teaming for Synthetic Image Detectors Sepehr Dehdashtian Mashrur M. Morshed Jacob H. Seidman Gaurav Bharaj Vishnu Boddeti AAML DiffM 84 0 0 19 Sep 2025
TrueMoE: Dual-Routing Mixture of Discriminative Experts for Synthetic Image Detection Laixin Zhang Shuaibo Li Wei Ma H. Zha DiffM MoE 65 0 0 19 Sep 2025
Causal Fingerprints of AI Generative Models Hui Xu Chi Liu Congcong Zhu Minghao Wang Youyang Qu Longxiang Gao DiffM WIGM 173 0 0 18 Sep 2025
DF-LLaVA: Unlocking MLLM's potential for Synthetic Image Detection via Prompt-Guided Knowledge Injection Zhuokang Shen Kaisen Zhang Bohan Jia Yuan Fang Zhou Yu Shaohui Lin 76 0 0 18 Sep 2025
Combating Biomedical Misinformation through Multi-modal Claim Detection and Evidence-based VerificationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Mariano Barone Antonio Romano Giuseppe Riccio Marco Postiglione V. Moscato 68 1 0 17 Sep 2025
Brought a Gun to a Knife Fight: Modern VFM Baselines Outgun Specialized Detectors on In-the-Wild AI Image Detection Yue Zhou Xinan He Kaiqing Lin Bing Fan Feng Ding Jinhua Zeng Bin Li VLM 133 1 0 16 Sep 2025
End4: End-to-end Denoising Diffusion for Diffusion-Based Inpainting Detection Fei Wang X. Wu Zheng Zhang Danlei Huang Yuheng Huang Bo Wang DiffM 105 0 0 16 Sep 2025

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

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