What makes fake images detectable? Understanding properties that generalize

24 August 2020

Ser-Nam Lim

Papers citing "What makes fake images detectable? Understanding properties that generalize"

50 / 178 papers shown

Title
DATA: Multi-Disentanglement based Contrastive Learning for Open-World Semi-Supervised Deepfake Attribution Ming-Hui Liu Xiao-Qian Liu Xin Luo Xin-Shun Xu 56 0 0 07 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
Towards Explainable Fake Image Detection with Multi-Modal Large Language Models Yikun Ji Y. Hong Jiahui Zhan H. Chen Jun Lan Huijia Zhu Weiqiang Wang L. Zhang Jianfu Zhang MLLM LRM 48 0 0 19 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 24 0 0 16 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 31 0 0 01 Apr 2025
Synthetic Art Generation and DeepFake Detection A Study on Jamini Roy Inspired Dataset Kushal Agrawal Romi Banerjee 41 0 0 29 Mar 2025
Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations Tharun Anand Siva Sankar Pravin Nair AAML 45 0 0 28 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
LEGION: Learning to Ground and Explain for Synthetic Image Detection Hengrui Kang Siwei Wen Zichen Wen Junyan Ye Weijia Li ... Baichuan Zhou Bin Wang D. Lin Linfeng Zhang Conghui He 42 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
Synthetic Tabular Data Detection In the Wild G. C. N. Kindji Elisa Fromont L. Rojas-Barahona Tanguy Urvoy LMTD 58 1 0 03 Mar 2025
SFLD: Reducing the content bias for AI-generated Image Detection Seoyeon Gye Junwon Ko Hyounguk Shon Minchan Kwon Junmo Kim 46 0 0 24 Feb 2025
Methods and Trends in Detecting Generated Images: A Comprehensive Review Arpan Mahara N. Rishe AAML 144 0 0 24 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 24 0 0 23 Jan 2025
TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping Despina Konstantinidou C. Koutlis Symeon Papadopoulos 70 2 0 17 Jan 2025
HFMF: Hierarchical Fusion Meets Multi-Stream Models for Deepfake Detection Anant Mehta Bryant McArthur Nagarjuna Kolloju Zhengzhong Tu 42 0 0 10 Jan 2025
Exploring Unbiased Deepfake Detection via Token-Level Shuffling and Mixing Xinghe Fu Zhiyuan Yan Taiping Yao Shen Chen Xi Li 36 3 0 08 Jan 2025
Cross-table Synthetic Tabular Data Detection G. C. N. Kindji L. Rojas-Barahona Elisa Fromont Tanguy Urvoy LMTD 85 0 0 17 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 90 0 0 08 Dec 2024
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata 98 1 0 29 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
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
DIP: Diffusion Learning of Inconsistency Pattern for General DeepFake Detection Fan Nie Jiangqun Ni Jian Zhang Bin Zhang Weizhe Zhang DiffM 34 1 0 31 Oct 2024
Language-guided Hierarchical Fine-grained Image Forgery Detection and Localization Xiao Guo Xiaohong Liu I. Masi Xiaoming Liu 93 9 0 31 Oct 2024
FreqMark: Invisible Image Watermarking via Frequency Based Optimization in Latent Space Yiyang Guo Ruizhe Li Mude Hui Hanzhong Guo Chen Zhang Chuangjian Cai Le Wan Shangfei Wang 19 0 0 28 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
Perturb, Attend, Detect and Localize (PADL): Robust Proactive Image Defense Filippo Bartolucci I. Masi G. Lisanti AAML 30 1 0 26 Sep 2024
Zero-Shot Detection of AI-Generated Images D. Cozzolino Giovanni Poggi Matthias Nießner L. Verdoliva 45 11 0 24 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 29 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 29 6 0 02 Sep 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 96 8 0 19 Aug 2024
Detecting the Undetectable: Combining Kolmogorov-Arnold Networks and MLP for AI-Generated Image Detection Taharim Rahman Anon Jakaria Islam Emon 35 3 0 18 Aug 2024
LaWa: Using Latent Space for In-Generation Image Watermarking Ahmad Rezaei Mohammad Akbari Saeed Ranjbar Alvar Arezou Fatemi Yong Zhang WIGM 38 13 0 11 Aug 2024
Deepfake Media Forensics: State of the Art and Challenges Ahead Irene Amerini Mauro Barni S. Battiato Paolo Bestagini Giulia Boato ... Davide Salvi Stefano Tubaro Claudia Melis Tonti Massimo Villari D. Vitulano AAML 44 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
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 36 1 0 26 Jul 2024
Learning Natural Consistency Representation for Face Forgery Video Detection Daichi Zhang Zihao Xiao Shikun Li Fanzhao Lin Jianmin Li Shiming Ge CVBM 34 10 0 15 Jul 2024
The Tug-of-War Between Deepfake Generation and Detection Hannah Lee Changyeon Lee Kevin Farhat Lin Qiu Steve Geluso Aerin Kim O. Etzioni 34 1 0 08 Jul 2024
Generalized Deepfake Attribution Sowdagar Mahammad Shahid Sudev Kumar Padhi Umesh Kashyap Sk. Subidh Ali 29 1 0 26 Jun 2024
Detection of Synthetic Face Images: Accuracy, Robustness, Generalization Nela Petrželková Jan Cech 41 0 0 25 Jun 2024
GIM: A Million-scale Benchmark for Generative Image Manipulation Detection and Localization Y. Chen X. Huang Quan Zhang Wei Li Mingjian Zhu ... Hanting Chen Hailin Hu J. Yang W. Liu Jie Hu EGVM 58 1 0 24 Jun 2024
Real-Time Deepfake Detection in the Real-World Bar Cavia Eliahu Horwitz Tal Reiss Yedid Hoshen 43 5 0 13 Jun 2024
FakeInversion: Learning to Detect Images from Unseen Text-to-Image Models by Inverting Stable Diffusion George Cazenavette Avneesh Sud Thomas Leung Ben Usman DiffM 32 13 0 12 Jun 2024
Continuous fake media detection: adapting deepfake detectors to new generative techniques Francesco Tassone Luca Maiano Irene Amerini 35 4 0 12 Jun 2024
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 50 3 0 14 May 2024
In Anticipation of Perfect Deepfake: Identity-anchored Artifact-agnostic Detection under Rebalanced Deepfake Detection Protocol Wei-Han Wang Chin-Yuan Yeh Hsi-Wen Chen De-Nian Yang Ming-Syan Chen 41 0 0 01 May 2024
Synthetic Image Verification in the Era of Generative AI: What Works and What Isn't There Yet D. Tariang Riccardo Corvi D. Cozzolino Giovanni Poggi Koki Nagano L. Verdoliva 45 8 0 30 Apr 2024
Are Watermarks Bugs for Deepfake Detectors? Rethinking Proactive Forensics Xiaoshuai Wu Xin Liao Bo Ou Yuling Liu Zheng Qin WIGM 35 9 0 27 Apr 2024
An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape Sifat Muhammad Abdullah Aravind Cheruvu Shravya Kanchi Taejoong Chung Peng Gao Murtuza Jadliwala Bimal Viswanath AAML 29 11 0 24 Apr 2024