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 / 521 papers shown

Title
The Age of Synthetic Realities: Challenges and Opportunities J. P. Cardenuto Jing Yang Rafael Padilha Renjie Wan Daniel Moreira Haoliang Li Shiqi Wang Fernanda A. Andaló Sébastien Marcel Anderson de Rezende Rocha DeLMO 47 29 0 09 Jun 2023
Ownership Protection of Generative Adversarial Networks Hailong Hu Jun Pang AAML 51 1 0 08 Jun 2023
WOUAF: Weight Modulation for User Attribution and Fingerprinting in Text-to-Image Diffusion Models Changhoon Kim Kyle Min Maitreya Patel Sheng Cheng Yezhou Yang WIGM 32 28 0 07 Jun 2023
Towards Robust GAN-generated Image Detection: a Multi-view Completion Representation Chi Liu Tianqing Zhu Sheng Shen Wanlei Zhou AAML 46 7 0 02 Jun 2023
Securing Deep Generative Models with Universal Adversarial Signature Yu Zeng Mo Zhou Yuan Xue Vishal M. Patel WIGM 26 10 0 25 May 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 121 29 0 23 May 2023
Towards generalizing deep-audio fake detection networks Konstantin Gasenzer Moritz Wolter 38 4 0 22 May 2023
Comprehensive Dataset of Synthetic and Manipulated Overhead Imagery for Development and Evaluation of Forensic Tools Brandon B. May K. Trapeznikov Shengbang Fang Matthew C. Stamm DiffM 33 4 0 09 May 2023
Putting People in Their Place: Affordance-Aware Human Insertion into Scenes Sumith Kulal Tim Brooks A. Aiken Jiajun Wu Jimei Yang Jingwan Lu Alexei A. Efros Krishna Kumar Singh DiffM 56 42 0 27 Apr 2023
AVFace: Towards Detailed Audio-Visual 4D Face Reconstruction Aggelina Chatziagapi Dimitris Samaras 3DH CVBM 38 3 0 25 Apr 2023
Seeing is not always believing: Benchmarking Human and Model Perception of AI-Generated Images Zeyu Lu Di Huang Lei Bai Jingjing Qu Chengzhi Wu Xihui Liu Wanli Ouyang 31 53 0 25 Apr 2023
Beyond the Prior Forgery Knowledge: Mining Critical Clues for General Face Forgery Detection Anwei Luo Chen Kong Jiwu Huang Yongjian Hu Xiangui Kang Alex C. Kot AAML 43 39 0 24 Apr 2023
Improving Synthetically Generated Image Detection in Cross-Concept Settings P. Dogoulis Giorgos Kordopatis-Zilos I. Kompatsiaris Symeon Papadopoulos DiffM 148 18 0 24 Apr 2023
Evading DeepFake Detectors via Adversarial Statistical Consistency Yang Hou Qing Guo Yihao Huang Xiaofei Xie Lei Ma Jianjun Zhao AAML 53 50 0 23 Apr 2023
DCFace: Synthetic Face Generation with Dual Condition Diffusion Model Minchul Kim Feng Liu Anil Jain Xiaoming Liu DiffM 40 112 0 14 Apr 2023
AutoSplice: A Text-prompt Manipulated Image Dataset for Media Forensics Shan Jia Mingzhen Huang Zhou Zhou Yan Ju Jialing Cai Siwei Lyu DiffM 37 29 0 14 Apr 2023
Spritz-PS: Validation of Synthetic Face Images Using a Large Dataset of Printed Documents Ehsan Nowroozi Yoosef Habibi Mauro Conti CVBM 33 3 0 06 Apr 2023
Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images Roberto Amoroso Davide Morelli Marcella Cornia Lorenzo Baraldi A. Bimbo Rita Cucchiara DiffM 60 29 0 02 Apr 2023
Diff-ID: An Explainable Identity Difference Quantification Framework for DeepFake Detection Chuer Yu Xuhong Zhang Yuxuan Duan Senbo Yan Zonghui Wang Yang Xiang S. Ji Wenzhi Chen AAML 34 5 0 30 Mar 2023
Hierarchical Fine-Grained Image Forgery Detection and Localization Xiao Guo Xiaohong Liu Zhiyuan Ren Steven A. Grosz I. Masi Xiaoming Liu 35 104 0 30 Mar 2023
Qualitative Failures of Image Generation Models and Their Application in Detecting Deepfakes Ali Borji 36 30 0 29 Mar 2023
Accelerated wind farm yaw and layout optimisation with multi-fidelity deep transfer learning wake models Sokratis J. Anagnostopoulos Jens Bauer M. Clare M. Piggott 21 8 0 28 Mar 2023
Sequential training of GANs against GAN-classifiers reveals correlated "knowledge gaps" present among independently trained GAN instances Arkanath Pathak Nick Dufour 28 1 0 27 Mar 2023
The Stable Signature: Rooting Watermarks in Latent Diffusion Models Pierre Fernandez Guillaume Couairon Hervé Jégou Matthijs Douze Teddy Furon WIGM 52 178 0 27 Mar 2023
VADER: Video Alignment Differencing and Retrieval Alexander Black Simon Jenni Tu Bui Md. Mehrab Tanjim Stefano Petrangeli Ritwik Sinha Viswanathan Swaminathan John Collomosse 42 2 0 23 Mar 2023
Deep Image Fingerprint: Towards Low Budget Synthetic Image Detection and Model Lineage Analysis Sergey Sinitsa Ohad Fried 21 17 0 19 Mar 2023
DIRE for Diffusion-Generated Image Detection Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Hezhen Hu Hong Chen Houqiang Li 27 197 0 16 Mar 2023
Can Adversarial Examples Be Parsed to Reveal Victim Model Information? Yuguang Yao Jiancheng Liu Yifan Gong Xiaoming Liu Yanzhi Wang Xinyu Lin Sijia Liu AAML MLAU 42 1 0 13 Mar 2023
Mover: Mask and Recovery based Facial Part Consistency Aware Method for Deepfake Video Detection Juan Hu Xin Liao Difei Gao Satoshi Tsutsui Qian Wang Zheng Qin Mike Zheng Shou AAML 39 4 0 03 Mar 2023
Improving Model's Focus Improves Performance of Deep Learning-Based Synthetic Face Detectors Jacob Piland A. Czajka Christopher Sweet AAML CVBM 35 0 0 01 Mar 2023
Level Up the Deepfake Detection: a Method to Effectively Discriminate Images Generated by GAN Architectures and Diffusion Models Luca Guarnera O. Giudice Sebastiano Battiato 36 30 0 01 Mar 2023
Feature Extraction Matters More: Universal Deepfake Disruption through Attacking Ensemble Feature Extractors Long Tang Dengpan Ye Zhenhao Lu Yunming Zhang Shengshan Hu Yue Xu Chuanxi Chen AAML 52 9 0 01 Mar 2023
Benchmarking Deepart Detection Yabin Wang Zhiwu Huang Xiaopeng Hong 41 11 0 28 Feb 2023
ArtiFact: A Large-Scale Dataset with Artificial and Factual Images for Generalizable and Robust Synthetic Image Detection Md Awsafur Rahman Bishmoy Paul Najibul Haque Sarker Zaber Ibn Abdul Hakim S. Fattah 19 29 0 23 Feb 2023
Two-in-one Knowledge Distillation for Efficient Facial Forgery Detection Chu Zhou Jiajun Huang Daochang Liu Chengbin Du Siqi Ma Surya Nepal Chang Xu 36 0 0 21 Feb 2023
Towards Universal Fake Image Detectors that Generalize Across Generative Models Utkarsh Ojha Yuheng Li Yong Jae Lee 27 216 0 20 Feb 2023
3D-aware Conditional Image Synthesis Kangle Deng Gengshan Yang Deva Ramanan Sitong Su 60 30 0 16 Feb 2023
Zero-shot Image-to-Image Translation Gaurav Parmar Krishna Kumar Singh Richard Y. Zhang Yijun Li Jingwan Lu Jun-Yan Zhu DiffM 35 432 0 06 Feb 2023
EXIF as Language: Learning Cross-Modal Associations Between Images and Camera Metadata Chenhao Zheng Ayush Shrivastava Andrew Owens VLM 36 11 0 11 Jan 2023
Self-Supervised Video Forensics by Audio-Visual Anomaly Detection Chao Feng Ziyang Chen Andrew Owens 36 73 0 04 Jan 2023
Hierarchical Forgery Classifier On Multi-modality Face Forgery Clues Decheng Liu Zeyang Zheng Chunlei Peng Yukai Wang N. Wang Xinbo Gao CVBM 27 16 0 30 Dec 2022
Exploring Depth Information for Face Manipulation Detection Hao Wang Meiling Li Sheng Li Zhenxing Qian Xinpeng Zhang CVBM 39 1 0 29 Dec 2022
How Do Deepfakes Move? Motion Magnification for Deepfake Source Detection U. Ciftci Ilke Demir 46 6 0 28 Dec 2022
General GAN-generated image detection by data augmentation in fingerprint domain Huaming Wang Jianwei Fei Yunshu Dai Lingyun Leng Zhihua Xia 27 5 0 27 Dec 2022
Structure-Guided Image Completion with Image-level and Object-level Semantic Discriminators Haitian Zheng Zhe Lin Jingwan Lu Scott D. Cohen Eli Shechtman ... Jianming Zhang Qing Liu Yuqian Zhou Sohrab Amirghodsi Jiebo Luo DiffM 33 1 0 13 Dec 2022
Fighting Malicious Media Data: A Survey on Tampering Detection and Deepfake Detection Junke Wang Zhenxin Li Chao Zhang Jingjing Chen Zuxuan Wu Larry S. Davis Yueping Jiang AAML 45 5 0 12 Dec 2022
Multi-Concept Customization of Text-to-Image Diffusion Nupur Kumari Bin Zhang Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 90 831 0 08 Dec 2022
A Dataless FaceSwap Detection Approach Using Synthetic Images Anubhav Jain Nasir Memon Julian Togelius CVBM 34 4 0 05 Dec 2022
FakeOut: Leveraging Out-of-domain Self-supervision for Multi-modal Video Deepfake Detection Gil Knafo Ohad Fried 54 5 0 01 Dec 2022
VideoFACT: Detecting Video Forgeries Using Attention, Scene Context, and Forensic Traces T. D. Nguyen Shengbang Fang Matthew C. Stamm 49 11 0 28 Nov 2022