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
DRAGON: A Large-Scale Dataset of Realistic Images Generated by Diffusion Models Giulia Bertazzini Daniele Baracchi Dasara Shullani Isao Echizen Alessandro Piva 22 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 33 0 0 12 May 2025
Where's the liability in the Generative Era? Recovery-based Black-Box Detection of AI-Generated Content Haoyue Bai Yiyou Sun Wei Cheng Haifeng Chen AAML 51 0 0 02 May 2025
Active Light Modulation to Counter Manipulation of Speech Visual Content Hadleigh Schwartz Xiaofeng Yan Charles J. Carver Xia Zhou 68 0 0 30 Apr 2025
A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Andreas Karathanasis John Violos I. Kompatsiaris Symeon Papadopoulos 32 0 0 29 Apr 2025
Advance Fake Video Detection via Vision Transformers Joy Battocchio S. Dell’Anna Andrea Montibeller Giulia Boato ViT VGen 41 0 0 29 Apr 2025
Adaptive Dual-domain Learning for Underwater Image Enhancement Lingtao Peng Liheng Bian 29 0 0 27 Apr 2025
Manifold Induced Biases for Zero-shot and Few-shot Detection of Generated Images Jonathan Brokman Amit Giloni Omer Hofman Roman Vainshtein Hisashi Kojima Guy Gilboa 28 2 0 21 Apr 2025
MLEP: Multi-granularity Local Entropy Patterns for Universal AI-generated Image Detection Lin Yuan X. Li Yan Zhang J. Zhang Hongbo Li Xinbo Gao 33 0 0 18 Apr 2025
Zooming In on Fakes: A Novel Dataset for Localized AI-Generated Image Detection with Forgery Amplification Approach Lvpan Cai Haowei Wang Jiayi Ji YanShu ZhouMen Yiwei Ma Xiaoshuai Sun Liujuan Cao Rongrong Ji ViT 39 0 0 16 Apr 2025
Can GPT tell us why these images are synthesized? Empowering Multimodal Large Language Models for Forensics Yiran He Yun Cao Bowen Yang Zeyu Zhang 26 0 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 37 0 0 10 Apr 2025
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution Danielle Sullivan-Pao Nicole Tian Pooya Khorrami CLL 57 0 0 10 Apr 2025
From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes Long Ma Zhiyuan Yan Yize Chen Jin Xu Qinglang Guo Hu Huang Yong Liao Hui Lin CVBM 43 0 0 07 Apr 2025
Accurate GPU Memory Prediction for Deep Learning Jobs through Dynamic Analysis Jiabo Shi Yehia Elkhatib 3DH VLM 30 0 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 Li Yuan MLLM EGVM 88 8 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 ... Xiujun Shu Taiping Yao Junchi Yan Shouhong Ding Xi Li 29 0 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 33 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 62 0 0 31 Mar 2025
FakeReasoning: Towards Generalizable Forgery Detection and Reasoning Y. Gao Dongliang Chang Bingyao Yu Haotian Qin Lei Chen Kongming Liang Zhanyu Ma 49 0 0 27 Mar 2025
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic Evidence Tai D. Nguyen Matthew C. Stamm 55 0 0 26 Mar 2025
Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images Tai D. Nguyen Aref Azizpour Matthew C. Stamm 46 1 0 26 Mar 2025
CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AI Siyuan Cheng Lingjuan Lyu Zhenting Wang Xinming Zhang Vikash Sehwag 42 0 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 67 0 0 23 Mar 2025
TruthLens: Explainable DeepFake Detection for Face Manipulated and Fully Synthetic Data Rohit Kundu Athula Balachandran A. Roy-Chowdhury 45 0 0 20 Mar 2025
Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models Jin Wang Chenghui Lv Xian Li Shichao Dong Huadong Li Kelu Yao Chao Li Wenqi Shao Ping Luo 62 1 0 19 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 Y. Chen Jiang Wu Wenjun Wu Conghui He Weijia Li 60 2 0 19 Mar 2025
TruthLens:A Training-Free Paradigm for DeepFake Detection Ritabrata Chakraborty Rajatsubhra Chakraborty Ali Khaleghi Rahimian Thomas MacDougall 44 1 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 44 0 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 45 0 0 14 Mar 2025
Revealing the Implicit Noise-based Imprint of Generative Models Xinghan Li Jingjing Chen Yue Yu Xue Song Haijun Shan Yu Jiang 63 0 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 Yunhong Wang 57 0 0 11 Mar 2025
Few-Shot Class-Incremental Model Attribution Using Learnable Representation From CLIP-ViT Features Hanbyul Lee Juneho Yi DiffM 48 0 0 11 Mar 2025
VoD: Learning Volume of Differences for Video-Based Deepfake Detection Ying Xu Marius Pedersen Kiran Raja 38 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 Nankai Lin Zhuowei Wang Chong Chen Aimin Yang 58 1 0 09 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 72 1 0 08 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 Xuanjing Huang 57 0 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 59 5 0 04 Mar 2025
Recent Advances on Generalizable Diffusion-generated Image Detection Qijie Xu Defang Chen Jiawei Chen Siwei Lyu C. Wang 76 1 0 27 Feb 2025
HRR: Hierarchical Retrospection Refinement for Generated Image Detection Peipei Yuan Zijing Xie Shuo Ye Hong Chen Yulong Wang DiffM 154 1 0 25 Feb 2025
Methods and Trends in Detecting Generated Images: A Comprehensive Review Arpan Mahara N. Rishe AAML 159 0 0 24 Feb 2025
SFLD: Reducing the content bias for AI-generated Image Detection Seoyeon Gye Junwon Ko Hyounguk Shon Minchan Kwon Junmo Kim 48 0 0 24 Feb 2025
LaRE $^2$ : Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection Yunpeng Luo Junlong Du Ke Yan Shouhong Ding DiffM 139 20 0 24 Feb 2025
Characterizing Photorealism and Artifacts in Diffusion Model-Generated Images Negar Kamali Karyn Nakamura Aakriti Kumar Angelos Chatzimparmpas Jessica Hullman Matthew Groh 61 0 0 17 Feb 2025
PDA: Generalizable Detection of AI-Generated Images via Post-hoc Distribution Alignment Li Wang Wenyu Chen Zheng Li Shanqing Guo 41 0 0 15 Feb 2025
LDR-Net: A Novel Framework for AI-generated Image Detection via Localized Discrepancy Representation Jiaxin Chen Miao Hu Dengyong Zhang Yun Song Xin Liao 29 0 0 23 Jan 2025
TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping Despina Konstantinidou C. Koutlis Symeon Papadopoulos 78 2 0 17 Jan 2025
HFMF: Hierarchical Fusion Meets Multi-Stream Models for Deepfake Detection Anant Mehta Bryant McArthur Nagarjuna Kolloju Zhengzhong Tu 47 0 0 10 Jan 2025
Multi-Channel Cross Modal Detection of Synthetic Face Images M. Ibsen Christian Rathgeb S´ebastien Marcel C. Busch CVBM 63 1 0 31 Dec 2024
A Bias-Free Training Paradigm for More General AI-generated Image Detection Fabrizio Guillaro Giada Zingarini Ben Usman Avneesh Sud D. Cozzolino L. Verdoliva DiffM 68 4 0 23 Dec 2024