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CNN-generated images are surprisingly easy to spot... for now
v1v2 (latest)

CNN-generated images are surprisingly easy to spot... for now

Computer Vision and Pattern Recognition (CVPR), 2019
23 December 2019
Sheng-Yu Wang
Oliver Wang
Richard Y. Zhang
Andrew Owens
Alexei A. Efros
    OOD
ArXiv (abs)PDFHTML

Papers citing "CNN-generated images are surprisingly easy to spot... for now"

50 / 622 papers shown
Title
A Dataless FaceSwap Detection Approach Using Synthetic Images
A Dataless FaceSwap Detection Approach Using Synthetic Images
Anubhav Jain
Nasir Memon
Julian Togelius
CVBM
172
7
0
05 Dec 2022
FakeOut: Leveraging Out-of-domain Self-supervision for Multi-modal Video
  Deepfake Detection
FakeOut: Leveraging Out-of-domain Self-supervision for Multi-modal Video Deepfake Detection
Gil Knafo
Ohad Fried
243
11
0
01 Dec 2022
VideoFACT: Detecting Video Forgeries Using Attention, Scene Context, and
  Forensic Traces
VideoFACT: Detecting Video Forgeries Using Attention, Scene Context, and Forensic TracesIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
T. D. Nguyen
Shengbang Fang
Matthew C. Stamm
195
14
0
28 Nov 2022
Tell Me What Happened: Unifying Text-guided Video Completion via
  Multimodal Masked Video Generation
Tell Me What Happened: Unifying Text-guided Video Completion via Multimodal Masked Video GenerationComputer Vision and Pattern Recognition (CVPR), 2022
Tsu-Jui Fu
Licheng Yu
Ning Zhang
Cheng-Yang Fu
Jong-Chyi Su
William Yang Wang
Sean Bell
VGen
366
41
0
23 Nov 2022
MINTIME: Multi-Identity Size-Invariant Video Deepfake Detection
MINTIME: Multi-Identity Size-Invariant Video Deepfake DetectionIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2022
D. Coccomini
Giorgos Kordopatis-Zilos
Giuseppe Amato
R. Caldelli
Fabrizio Falchi
Symeon Papadopoulos
Claudio Gennaro
197
26
0
20 Nov 2022
Deepfake Detection: A Comprehensive Study from the Reliability
  Perspective
Deepfake Detection: A Comprehensive Study from the Reliability PerspectiveACM Computing Surveys (ACM CSUR), 2022
Tianyi Wang
Xin Liao
Kam-pui Chow
Xiaodong Lin
Yinglong Wang
210
6
0
20 Nov 2022
GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection
GLFF: Global and Local Feature Fusion for AI-synthesized Image DetectionIEEE transactions on multimedia (IEEE TMM), 2022
Yan Ju
Shan Jia
Jia Cai
Haiying Guan
Siwei Lyu
CVBM
360
48
0
16 Nov 2022
Black-Box Attack against GAN-Generated Image Detector with Contrastive
  Perturbation
Black-Box Attack against GAN-Generated Image Detector with Contrastive PerturbationEngineering applications of artificial intelligence (EAAI), 2022
Zijie Lou
Gang Cao
Ma Lin
AAML
86
12
0
07 Nov 2022
Cross-Domain Local Characteristic Enhanced Deepfake Video Detection
Cross-Domain Local Characteristic Enhanced Deepfake Video DetectionAsian Conference on Computer Vision (ACCV), 2022
Zihan Liu
Hanyi Wang
Shilin Wang
ViT
144
9
0
07 Nov 2022
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion
  Models
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion ModelsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Zhekai Zhang
Ji Lin
Chenlin Meng
Stefano Ermon
Song Han
Jun-Yan Zhu
DiffM
408
61
0
03 Nov 2022
On the detection of synthetic images generated by diffusion models
On the detection of synthetic images generated by diffusion modelsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Riccardo Corvi
D. Cozzolino
Giada Zingarini
Giovanni Poggi
Koki Nagano
L. Verdoliva
318
304
0
01 Nov 2022
Generative Negative Text Replay for Continual Vision-Language
  Pretraining
Generative Negative Text Replay for Continual Vision-Language PretrainingEuropean Conference on Computer Vision (ECCV), 2022
Shipeng Yan
Lanqing Hong
Hang Xu
Jianhua Han
Tinne Tuytelaars
Zhenguo Li
Xuming He
VLMCLLCLIP
151
23
0
31 Oct 2022
Few-shot Image Generation via Adaptation-Aware Kernel Modulation
Few-shot Image Generation via Adaptation-Aware Kernel ModulationNeural Information Processing Systems (NeurIPS), 2022
Yunqing Zhao
Keshigeyan Chandrasegaran
Milad Abdollahzadeh
Ngai-Man Cheung
271
52
0
29 Oct 2022
Learning to Immunize Images for Tamper Localization and Self-Recovery
Learning to Immunize Images for Tamper Localization and Self-RecoveryIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Qichao Ying
Hang Zhou
Zhenxing Qian
Sheng Li
Xinpeng Zhang
AAML
140
26
0
28 Oct 2022
Exploring Spatial-Temporal Features for Deepfake Detection and
  Localization
Exploring Spatial-Temporal Features for Deepfake Detection and Localization
Haiwei Wu
Jiantao Zhou
Shile Zhang
Jinyu Tian
152
7
0
28 Oct 2022
Anisotropic multiresolution analyses for deepfake detection
Anisotropic multiresolution analyses for deepfake detectionPattern Recognition (Pattern Recogn.), 2022
Wei Huang
Michelangelo Valsecchi
Michael Multerer
AAML
128
7
0
26 Oct 2022
Towards the Detection of Diffusion Model Deepfakes
Towards the Detection of Diffusion Model Deepfakes
Jonas Ricker
Simon Damm
Thorsten Holz
Asja Fischer
DiffM
297
134
0
26 Oct 2022
UIA-ViT: Unsupervised Inconsistency-Aware Method based on Vision
  Transformer for Face Forgery Detection
UIA-ViT: Unsupervised Inconsistency-Aware Method based on Vision Transformer for Face Forgery DetectionEuropean Conference on Computer Vision (ECCV), 2022
Wanyi Zhuang
Qi Chu
Zhentao Tan
Qiankun Liu
Haojie Yuan
Changtao Miao
Zixiang Luo
Nenghai Yu
ViTCVBM
175
106
0
23 Oct 2022
FedForgery: Generalized Face Forgery Detection with Residual Federated
  Learning
FedForgery: Generalized Face Forgery Detection with Residual Federated LearningIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2022
Decheng Liu
Zhan Dang
Chunlei Peng
Yu Zheng
Shuang Li
N. Wang
Xinbo Gao
FedML
224
53
0
18 Oct 2022
Deepfake Text Detection: Limitations and Opportunities
Deepfake Text Detection: Limitations and OpportunitiesIEEE Symposium on Security and Privacy (IEEE S&P), 2022
Jiameng Pu
Zain Sarwar
Sifat Muhammad Abdullah
A. Rehman
Yoonjin Kim
P. Bhattacharya
M. Javed
Bimal Viswanath
AAML
163
68
0
17 Oct 2022
DE-FAKE: Detection and Attribution of Fake Images Generated by
  Text-to-Image Generation Models
DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation ModelsConference on Computer and Communications Security (CCS), 2022
Zeyang Sha
Zheng Li
Ning Yu
Yang Zhang
DiffM
180
191
0
13 Oct 2022
Controllable Radiance Fields for Dynamic Face Synthesis
Controllable Radiance Fields for Dynamic Face SynthesisInternational Conference on 3D Vision (3DV), 2022
Peiye Zhuang
Liqian Ma
Oluwasanmi Koyejo
Alex Schwing
CVBM3DH
163
13
0
11 Oct 2022
Collecting The Puzzle Pieces: Disentangled Self-Driven Human Pose
  Transfer by Permuting Textures
Collecting The Puzzle Pieces: Disentangled Self-Driven Human Pose Transfer by Permuting TexturesIEEE International Conference on Computer Vision (ICCV), 2022
Nannan Li
Kevin J. Shih
Bryan A. Plummer
172
9
0
04 Oct 2022
When Handcrafted Features and Deep Features Meet Mismatched Training and
  Test Sets for Deepfake Detection
When Handcrafted Features and Deep Features Meet Mismatched Training and Test Sets for Deepfake Detection
Ying Xu
Sule YAYILGAN YILDIRIM
137
3
0
27 Sep 2022
Totems: Physical Objects for Verifying Visual Integrity
Totems: Physical Objects for Verifying Visual IntegrityEuropean Conference on Computer Vision (ECCV), 2022
Jingwei Ma
Lucy Chai
Minyoung Huh
Tongzhou Wang
Ser-Nam Lim
Phillip Isola
Antonio Torralba
114
5
0
26 Sep 2022
On the detection of morphing attacks generated by GANs
On the detection of morphing attacks generated by GANsBiometrics and Electronic Signatures (BES), 2022
Laurent Colbois
S´ebastien Marcel
CVBM
111
11
0
01 Sep 2022
Discovering Transferable Forensic Features for CNN-generated Images
  Detection
Discovering Transferable Forensic Features for CNN-generated Images DetectionEuropean Conference on Computer Vision (ECCV), 2022
Keshigeyan Chandrasegaran
Ngoc-Trung Tran
Alexander Binder
Ngai-Man Cheung
AAML
180
33
0
24 Aug 2022
DF-Captcha: A Deepfake Captcha for Preventing Fake Calls
DF-Captcha: A Deepfake Captcha for Preventing Fake Calls
Yisroel Mirsky
148
3
0
17 Aug 2022
Deepfake Detection using ImageNet models and Temporal Images of 468
  Facial Landmarks
Deepfake Detection using ImageNet models and Temporal Images of 468 Facial Landmarks
Christeena Jose
CVBM
223
1
0
15 Aug 2022
FDNeRF: Few-shot Dynamic Neural Radiance Fields for Face Reconstruction
  and Expression Editing
FDNeRF: Few-shot Dynamic Neural Radiance Fields for Face Reconstruction and Expression EditingACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia (SIGGRAPH Asia), 2022
Jingbo Zhang
Xiaoyu Li
Bo Liu
Can Wang
Jing Liao
3DHCVBM
206
45
0
11 Aug 2022
Study of detecting behavioral signatures within DeepFake videos
Study of detecting behavioral signatures within DeepFake videos
Qiaomu Miao
Sinhwa Kang
Stacy Marsella
S. DiPaola
Chao Wang
Ari Shapiro
143
5
0
06 Aug 2022
Inpainting at Modern Camera Resolution by Guided PatchMatch with
  Auto-Curation
Inpainting at Modern Camera Resolution by Guided PatchMatch with Auto-Curation
Lingzhi Zhang
Connelly Barnes
Kevin Wampler
Sohrab Amirghodsi
Eli Shechtman
Zhe Lin
Jianbo Shi
103
6
0
06 Aug 2022
Explicit Use of Fourier Spectrum in Generative Adversarial Networks
Explicit Use of Fourier Spectrum in Generative Adversarial Networks
Soroush Sheikh Gargar
GANOOD
118
2
0
02 Aug 2022
Rewriting Geometric Rules of a GAN
Rewriting Geometric Rules of a GANACM Transactions on Graphics (TOG), 2022
Sheng-Yu Wang
David Bau
Jun-Yan Zhu
151
39
0
28 Jul 2022
Image Generation Network for Covert Transmission in Online Social
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Image Generation Network for Covert Transmission in Online Social NetworkACM Multimedia (ACM MM), 2022
Zhengxin You
Qichao Ying
Sheng Li
Zhenxing Qian
Xinpeng Zhang
DiffM
80
11
0
21 Jul 2022
Exploring Disentangled Content Information for Face Forgery Detection
Exploring Disentangled Content Information for Face Forgery DetectionEuropean Conference on Computer Vision (ECCV), 2022
Jiahao Liang
Huafeng Shi
Weihong Deng
CVBM
267
58
0
19 Jul 2022
Deepfake Video Detection with Spatiotemporal Dropout Transformer
Deepfake Video Detection with Spatiotemporal Dropout TransformerACM Multimedia (ACM MM), 2022
Daichi Zhang
Fanzhao Lin
Yingying Hua
Pengju Wang
Dan Zeng
Shiming Ge
ViT
175
44
0
14 Jul 2022
Delving into Sequential Patches for Deepfake Detection
Delving into Sequential Patches for Deepfake DetectionNeural Information Processing Systems (NeurIPS), 2022
Jiazhi Guan
Hang Zhou
Zhibin Hong
Errui Ding
Jingdong Wang
Chengbin Quan
Youjian Zhao
ViT
176
70
0
06 Jul 2022
RepMix: Representation Mixing for Robust Attribution of Synthesized
  Images
RepMix: Representation Mixing for Robust Attribution of Synthesized ImagesEuropean Conference on Computer Vision (ECCV), 2022
Tu Bui
Ning Yu
John Collomosse
144
41
0
05 Jul 2022
Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in
  VIS and NIR Scenario
Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in VIS and NIR Scenario
Yukai Wang
Chunlei Peng
Decheng Liu
N. Wang
Xinbo Gao
178
23
0
05 Jul 2022
3D-Aware Video Generation
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Sherwin Bahmani
Jeong Joon Park
Despoina Paschalidou
Hao Tang
Gordon Wetzstein
Leonidas Guibas
Luc Van Gool
Radu Timofte
292
24
0
29 Jun 2022
Data Redaction from Pre-trained GANs
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Zhifeng Kong
Kamalika Chaudhuri
284
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29 Jun 2022
SImProv: Scalable Image Provenance Framework for Robust Content
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SImProv: Scalable Image Provenance Framework for Robust Content Attribution
Alexander Black
Tu Bui
Simon Jenni
Zhifei Zhang
Viswanathan Swaminanthan
John Collomosse
123
0
0
28 Jun 2022
Spatially-Adaptive Multilayer Selection for GAN Inversion and Editing
Spatially-Adaptive Multilayer Selection for GAN Inversion and EditingComputer Vision and Pattern Recognition (CVPR), 2022
Gaurav Parmar
Yijun Li
Jingwan Lu
Richard Y. Zhang
Jun-Yan Zhu
Krishna Kumar Singh
DiffM
202
53
0
16 Jun 2022
RigNeRF: Fully Controllable Neural 3D Portraits
RigNeRF: Fully Controllable Neural 3D PortraitsComputer Vision and Pattern Recognition (CVPR), 2022
ShahRukh Athar
Zexiang Xu
Kalyan Sunkavalli
Eli Shechtman
Zhixin Shu
3DH
213
152
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13 Jun 2022
Anti-Forgery: Towards a Stealthy and Robust DeepFake Disruption Attack
  via Adversarial Perceptual-aware Perturbations
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Zi-Shun Huang
Zhikai Chen
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157
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EAMM: One-Shot Emotional Talking Face via Audio-Based Emotion-Aware
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EAMM: One-Shot Emotional Talking Face via Audio-Based Emotion-Aware Motion ModelInternational Conference on Computer Graphics and Interactive Techniques (SIGGRAPH), 2022
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Hang Zhou
Kaisiyuan Wang
Qianyi Wu
Wayne Wu
Feng Xu
Xun Cao
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348
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GAN-based Medical Image Small Region Forgery Detection via a Two-Stage
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112
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Ivan Molodetskikh
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125
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