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
Exploring Novel Pooling Strategies for Edge Preserved Feature Maps in Convolutional Neural Networks Adithya Sineesh Mahesh Raveendranatha Panicker 25 2 0 17 Oct 2021
Attack as the Best Defense: Nullifying Image-to-image Translation GANs via Limit-aware Adversarial Attack Chin-Yuan Yeh Hsi-Wen Chen Hong-Han Shuai De-Nian Yang Ming-Syan Chen AAML 21 17 0 06 Oct 2021
MToFNet: Object Anti-Spoofing with Mobile Time-of-Flight Data Yonghyun Jeong Doyeon Kim Jaehyeon Lee Minki Hong Solbi Hwang Jongwon Choi 37 2 0 06 Oct 2021
VPN: Video Provenance Network for Robust Content Attribution Alexander Black Tu Bui Simon Jenni Vishy Swaminathan John Collomosse 41 9 0 21 Sep 2021
MD-CSDNetwork: Multi-Domain Cross Stitched Network for Deepfake Detection Aayushi Agarwal Akshay Agarwal S. Sinha Mayank Vatsa Richa Singh 45 17 0 15 Sep 2021
FaceGuard: Proactive Deepfake Detection Yuankun Yang Chenyue Liang Hongyu Hè Xiaoyu Cao Neil Zhenqiang Gong PICV WIGM 54 21 0 13 Sep 2021
Challenges and Solutions in DeepFakes Jatin Sharma Sahil Sharma 42 1 0 12 Sep 2021
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain Ekram Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 51 14 0 07 Sep 2021
Robust Attentive Deep Neural Network for Exposing GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu CVBM 26 34 0 05 Sep 2021
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu GAN CVBM 35 72 0 01 Sep 2021
DeepFake Detection with Inconsistent Head Poses: Reproducibility and Analysis Kevin Lutz R. Bassett CVBM 27 9 0 28 Aug 2021
DeepFake MNIST+: A DeepFake Facial Animation Dataset Jiajun Huang Xueyu Wang Bo Du Pei Du Chang Xu 3DH 38 18 0 18 Aug 2021
BiHPF: Bilateral High-Pass Filters for Robust Deepfake Detection Yonghyun Jeong Doyeon Kim Seungjai Min Seongho Joe Youngjune Gwon Jongwon Choi AAML 32 46 0 16 Aug 2021
Exploring Temporal Coherence for More General Video Face Forgery Detection Yinglin Zheng Jianmin Bao Dong Chen Ming Zeng Fang Wen CVBM ViT 19 214 0 15 Aug 2021
OSCAR-Net: Object-centric Scene Graph Attention for Image Attribution Eric N. D. Nguyen Tu Bui Vishy Swaminathan John Collomosse 26 15 0 07 Aug 2021
A universal detector of CNN-generated images using properties of checkerboard artifacts in the frequency domain Miki Tanaka Sayaka Shiota Hitoshi Kiya 19 3 0 04 Aug 2021
SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations Chenlin Meng Yutong He Yang Song Jiaming Song Jiajun Wu Jun-Yan Zhu Stefano Ermon DiffM 36 1,429 0 02 Aug 2021
Generative Models for Security: Attacks, Defenses, and Opportunities L. A. Bauer Vincent Bindschaedler 27 4 0 21 Jul 2021
Understanding the Security of Deepfake Detection Xiaoyu Cao Neil Zhenqiang Gong AAML 22 17 0 05 Jul 2021
FFR_FD: Effective and Fast Detection of DeepFakes Based on Feature Point Defects Gaojian Wang Qian Jiang Xin Jin Xiaohui Cui CVBM 31 29 0 05 Jul 2021
An Image is Worth More Than a Thousand Words: Towards Disentanglement in the Wild Aviv Gabbay Niv Cohen Yedid Hoshen CoGe DRL 23 34 0 29 Jun 2021
Wavelet-Packets for Deepfake Image Analysis and Detection Moritz Wolter F. Blanke R. Heese Jochen Garcke CVBM 22 41 0 17 Jun 2021
Learning to Disentangle GAN Fingerprint for Fake Image Attribution Tianyun Yang Juan Cao Qiang Sheng Lei Li Jiaqi Ji Xirong Li Sheng Tang 34 19 0 16 Jun 2021
Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated Images Vishal Asnani Xi Yin Tal Hassner Xiaoming Liu 30 66 0 15 Jun 2021
Imperceptible Adversarial Examples for Fake Image Detection Quanyu Liao Yuezun Li Xiaoqiang Guo Bin Kong Yingxin Zhu Jianlei Liu Zhuqing Jiang Qi Song Xi Wu AAML 102 33 0 03 Jun 2021
Language-Driven Image Style Transfer Tsu-Jui Fu Xinze Wang William Yang Wang CLIP VLM 47 46 0 01 Jun 2021
Beyond the Spectrum: Detecting Deepfakes via Re-Synthesis Yang He Ning Yu Margret Keuper Mario Fritz 26 63 0 29 May 2021
Multi-Modal Semantic Inconsistency Detection in Social Media News Posts S. McCrae Kehan Wang A. Zakhor 36 15 0 26 May 2021
Towards Discovery and Attribution of Open-world GAN Generated Images Sharath Girish Saksham Suri Saketh Rambhatla Abhinav Shrivastava 58 67 0 10 May 2021
Exploiting Spatial Dimensions of Latent in GAN for Real-time Image Editing Hyunsu Kim Yunjey Choi Junho Kim S. Yoo Youngjung Uh 21 145 0 30 Apr 2021
Learned Spatial Representations for Few-shot Talking-Head Synthesis Moustafa Meshry Saksham Suri Larry S. Davis Abhinav Shrivastava 29 42 0 29 Apr 2021
Ensembling with Deep Generative Views Lucy Chai Jun-Yan Zhu Eli Shechtman Phillip Isola Richard Y. Zhang GAN 37 70 0 29 Apr 2021
Clean Images are Hard to Reblur: Exploiting the Ill-Posed Inverse Task for Dynamic Scene Deblurring Seungjun Nah Sanghyun Son Jaerin Lee Kyoung Mu Lee 71 17 0 26 Apr 2021
Making Generated Images Hard To Spot: A Transferable Attack On Synthetic Image Detectors Xinwei Zhao Matthew C. Stamm AAML 55 4 0 25 Apr 2021
On Aliased Resizing and Surprising Subtleties in GAN Evaluation Gaurav Parmar Richard Y. Zhang Jun-Yan Zhu EGVM 25 74 0 22 Apr 2021
M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection Junke Wang Zuxuan Wu Wenhao Ouyang Xintong Han Jingjing Chen Ser-Nam Lim Yu-Gang Jiang ViT 110 259 0 20 Apr 2021
Representative Forgery Mining for Fake Face Detection Chengrui Wang Weihong Deng CVBM 37 181 0 14 Apr 2021
[RE] CNN-generated images are surprisingly easy to spot...for now Joel Frank Thorsten Holz 21 2 0 07 Apr 2021
Are GAN generated images easy to detect? A critical analysis of the state-of-the-art Diego Gragnaniello D. Cozzolino Francesco Marra Giovanni Poggi L. Verdoliva 27 167 0 06 Apr 2021
A Closer Look at Fourier Spectrum Discrepancies for CNN-generated Images Detection Keshigeyan Chandrasegaran Ngoc-Trung Tran Ngai-Man Cheung 19 83 0 31 Mar 2021
Dual Contrastive Loss and Attention for GANs Ning Yu Guilin Liu Aysegül Dündar Andrew Tao Bryan Catanzaro Larry S. Davis Mario Fritz GAN 42 60 0 31 Mar 2021
A Shape-Aware Retargeting Approach to Transfer Human Motion and Appearance in Monocular Videos Thiago L. Gomes Renato Martins João Ferreira Rafael Azevedo Guilherme Torres Erickson R. Nascimento 3DH 44 16 0 29 Mar 2021
MagDR: Mask-guided Detection and Reconstruction for Defending Deepfakes Zhikai Chen Lingxi Xie Shanmin Pang Yong He Bo Zhang AAML 47 32 0 26 Mar 2021
Deepfake Forensics via An Adversarial Game Zhi Wang Yiwen Guo W. Zuo AAML 21 36 0 25 Mar 2021
KoDF: A Large-scale Korean DeepFake Detection Dataset Patrick Kwon J. You Gyuhyeon Nam Sungwoo Park Gyeongsu Chae 40 100 0 18 Mar 2021
Frequency-aware Discriminative Feature Learning Supervised by Single-Center Loss for Face Forgery Detection Jiaming Li Hongtao Xie Jiahong Li Zhongyuan Wang Yongdong Zhang CVBM 52 238 0 16 Mar 2021
Metric Learning for Anti-Compression Facial Forgery Detection Shenhao Cao Qin Zou Xiuqing Mao Zhongyuan Wang CVBM 10 24 0 15 Mar 2021
Deep Model Intellectual Property Protection via Deep Watermarking Jie Zhang Dongdong Chen Jing Liao Weiming Zhang Huamin Feng G. Hua Nenghai Yu 33 106 0 08 Mar 2021
DeepFake-o-meter: An Open Platform for DeepFake Detection Yuezun Li Cong Zhang Pu Sun H. Qi Siwei Lyu 31 16 0 02 Mar 2021
Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain Honggu Liu Xiaodan Li Wenbo Zhou YueFeng Chen Yuan He Hui Xue Weiming Zhang Nenghai Yu CVBM 168 364 0 02 Mar 2021