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 / 522 papers shown

Title
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
Tell Me What Happened: Unifying Text-guided Video Completion via Multimodal Masked Video Generation Tsu-Jui Fu Licheng Yu Ning Zhang Cheng-Yang Fu Jong-Chyi Su William Yang Wang Sean Bell VGen 77 38 0 23 Nov 2022
MINTIME: Multi-Identity Size-Invariant Video Deepfake Detection D. Coccomini Giorgos Kordopatis-Zilos Giuseppe Amato R. Caldelli Fabrizio Falchi Symeon Papadopoulos Claudio Gennaro 43 14 0 20 Nov 2022
Deepfake Detection: A Comprehensive Study from the Reliability Perspective Tianyi Wang Xin Liao Kam-pui Chow Xiaodong Lin Yinglong Wang 56 17 0 20 Nov 2022
GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection Yan Ju Shan Jia Jia Cai Haiying Guan Siwei Lyu CVBM 57 26 0 16 Nov 2022
Black-Box Attack against GAN-Generated Image Detector with Contrastive Perturbation Zijie Lou Gang Cao Ma Lin AAML 43 5 0 07 Nov 2022
Cross-Domain Local Characteristic Enhanced Deepfake Video Detection Zihan Liu Hanyi Wang Shilin Wang ViT 39 6 0 07 Nov 2022
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models Zhekai Zhang Ji Lin Chenlin Meng Stefano Ermon Song Han Jun-Yan Zhu DiffM 59 46 0 03 Nov 2022
On the detection of synthetic images generated by diffusion models Riccardo Corvi D. Cozzolino Giada Zingarini Giovanni Poggi Koki Nagano L. Verdoliva 139 224 0 01 Nov 2022
Generative Negative Text Replay for Continual Vision-Language Pretraining Shipeng Yan Lanqing Hong Hang Xu Jianhua Han Tinne Tuytelaars Zhenguo Li Xuming He VLM CLL CLIP 46 17 0 31 Oct 2022
Few-shot Image Generation via Adaptation-Aware Kernel Modulation Yunqing Zhao Keshigeyan Chandrasegaran Milad Abdollahzadeh Ngai-Man Cheung 69 43 0 29 Oct 2022
Learning to Immunize Images for Tamper Localization and Self-Recovery Qichao Ying Hang Zhou Zhenxing Qian Sheng Li Xinpeng Zhang AAML 39 13 0 28 Oct 2022
Exploring Spatial-Temporal Features for Deepfake Detection and Localization Haiwei Wu Jiantao Zhou Shile Zhang Jinyu Tian 53 4 0 28 Oct 2022
Anisotropic multiresolution analyses for deepfake detection Wei Huang Michelangelo Valsecchi Michael Multerer AAML 34 5 0 26 Oct 2022
Towards the Detection of Diffusion Model Deepfakes Jonas Ricker Simon Damm Thorsten Holz Asja Fischer DiffM 45 103 0 26 Oct 2022
UIA-ViT: Unsupervised Inconsistency-Aware Method based on Vision Transformer for Face Forgery Detection Wanyi Zhuang Qi Chu Zhentao Tan Qiankun Liu Haojie Yuan Changtao Miao Zixiang Luo Nenghai Yu ViT CVBM 53 77 0 23 Oct 2022
FedForgery: Generalized Face Forgery Detection with Residual Federated Learning Decheng Liu Zhan Dang Chunlei Peng Yu Zheng Shuang Li N. Wang Xinbo Gao FedML 52 31 0 18 Oct 2022
Deepfake Text Detection: Limitations and Opportunities Jiameng Pu Zain Sarwar Sifat Muhammad Abdullah A. Rehman Yoonjin Kim P. Bhattacharya M. Javed Bimal Viswanath AAML 32 54 0 17 Oct 2022
DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models Zeyang Sha Zheng Li Ning Yu Yang Zhang DiffM 47 123 0 13 Oct 2022
Controllable Radiance Fields for Dynamic Face Synthesis Peiye Zhuang Liqian Ma Oluwasanmi Koyejo Alex Schwing CVBM 3DH 23 11 0 11 Oct 2022
Collecting The Puzzle Pieces: Disentangled Self-Driven Human Pose Transfer by Permuting Textures Nannan Li Kevin J. Shih Bryan A. Plummer 34 7 0 04 Oct 2022
When Handcrafted Features and Deep Features Meet Mismatched Training and Test Sets for Deepfake Detection Ying Xu Sule YAYILGAN YILDIRIM 29 2 0 27 Sep 2022
Totems: Physical Objects for Verifying Visual Integrity Jingwei Ma Lucy Chai Minyoung Huh Tongzhou Wang Ser-Nam Lim Phillip Isola Antonio Torralba 31 2 0 26 Sep 2022
On the detection of morphing attacks generated by GANs Laurent Colbois S´ebastien Marcel CVBM 21 10 0 01 Sep 2022
Discovering Transferable Forensic Features for CNN-generated Images Detection Keshigeyan Chandrasegaran Ngoc-Trung Tran Alexander Binder Ngai-Man Cheung AAML 42 27 0 24 Aug 2022
DF-Captcha: A Deepfake Captcha for Preventing Fake Calls Yisroel Mirsky 41 2 0 17 Aug 2022
Deepfake Detection using ImageNet models and Temporal Images of 468 Facial Landmarks Christeena Jose CVBM 64 0 0 15 Aug 2022
FDNeRF: Few-shot Dynamic Neural Radiance Fields for Face Reconstruction and Expression Editing Jingbo Zhang Xiaoyu Li Bo Liu Can Wang Jing Liao 3DH CVBM 46 41 0 11 Aug 2022
Study of detecting behavioral signatures within DeepFake videos Qiaomu Miao Sinhwa Kang Stacy Marsella S. DiPaola Chao Wang Ari Shapiro 47 3 0 06 Aug 2022
Explicit Use of Fourier Spectrum in Generative Adversarial Networks Soroush Sheikh Gargar GAN OOD 34 0 0 02 Aug 2022
Rewriting Geometric Rules of a GAN Sheng-Yu Wang David Bau Jun-Yan Zhu 47 35 0 28 Jul 2022
Image Generation Network for Covert Transmission in Online Social Network Zhengxin You Qichao Ying Sheng Li Zhenxing Qian Xinpeng Zhang DiffM 35 10 0 21 Jul 2022
Exploring Disentangled Content Information for Face Forgery Detection Jiahao Liang Huafeng Shi Weihong Deng CVBM 63 38 0 19 Jul 2022
Deepfake Video Detection with Spatiotemporal Dropout Transformer Daichi Zhang Fanzhao Lin Yingying Hua Pengju Wang Dan Zeng Shiming Ge ViT 47 38 0 14 Jul 2022
Delving into Sequential Patches for Deepfake Detection Jiazhi Guan Hang Zhou Zhibin Hong Errui Ding Jingdong Wang Chengbin Quan Youjian Zhao ViT 41 61 0 06 Jul 2022
RepMix: Representation Mixing for Robust Attribution of Synthesized Images Tu Bui Ning Yu John Collomosse 22 35 0 05 Jul 2022
Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in VIS and NIR Scenario Yukai Wang Chunlei Peng Decheng Liu N. Wang Xinbo Gao 62 15 0 05 Jul 2022
3D-Aware Video Generation Sherwin Bahmani Jeong Joon Park Despoina Paschalidou Hao Tang Gordon Wetzstein Leonidas Guibas Luc Van Gool Radu Timofte 45 20 0 29 Jun 2022
Data Redaction from Pre-trained GANs Zhifeng Kong Kamalika Chaudhuri 68 16 0 29 Jun 2022
SImProv: Scalable Image Provenance Framework for Robust Content Attribution Alexander Black Tu Bui Simon Jenni Zhifei Zhang Viswanathan Swaminanthan John Collomosse 36 0 0 28 Jun 2022
Spatially-Adaptive Multilayer Selection for GAN Inversion and Editing Gaurav Parmar Yijun Li Jingwan Lu Richard Y. Zhang Jun-Yan Zhu Krishna Kumar Singh DiffM 42 50 0 16 Jun 2022
RigNeRF: Fully Controllable Neural 3D Portraits ShahRukh Athar Zexiang Xu Kalyan Sunkavalli Eli Shechtman Zhixin Shu 3DH 51 137 0 13 Jun 2022
Anti-Forgery: Towards a Stealthy and Robust DeepFake Disruption Attack via Adversarial Perceptual-aware Perturbations Run Wang Zi-Shun Huang Zhikai Chen Li Liu Jing Chen Lina Wang AAML 35 47 0 01 Jun 2022
EAMM: One-Shot Emotional Talking Face via Audio-Based Emotion-Aware Motion Model Xinya Ji Hang Zhou Kaisiyuan Wang Qianyi Wu Wayne Wu Feng Xu Xun Cao CVBM 63 158 0 30 May 2022
GAN-based Medical Image Small Region Forgery Detection via a Two-Stage Cascade Framework Jianyi Zhang Xuanxi Huang Yaqi Liu Yuyang Han Zixiao Xiang GAN MedIm 38 9 0 30 May 2022
Misleading Deep-Fake Detection with GAN Fingerprints Vera Wesselkamp Konrad Rieck Dan Arp Erwin Quiring AAML 33 8 0 25 May 2022
Combining Contrastive and Supervised Learning for Video Super-Resolution Detection Viacheslav Meshchaninov Ivan Molodetskikh D. Vatolin 22 0 0 20 May 2022
A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials Chuqiao Li Zhiwu Huang D. Paudel Yabin Wang Mohamad Shahbazi Xiaopeng Hong Luc Van Gool 33 48 0 11 May 2022
Reduce Information Loss in Transformers for Pluralistic Image Inpainting Qiankun Liu Zhentao Tan Dongdong Chen Qi Chu Xiyang Dai Yinpeng Chen Mengchen Liu Lu Yuan Nenghai Yu ViT 36 70 0 10 May 2022
A Closer Look at Few-shot Image Generation Yunqing Zhao Henghui Ding Houjing Huang Ngai-Man Cheung 46 73 0 08 May 2022