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

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

23 December 2019
Sheng-Yu Wang
Oliver Wang
Richard Y. Zhang
Andrew Owens
Alexei A. Efros
    OOD
ArXivPDFHTML

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

50 / 520 papers shown
Title
MINTIME: Multi-Identity Size-Invariant Video Deepfake Detection
MINTIME: Multi-Identity Size-Invariant Video Deepfake Detection
D. Coccomini
Giorgos Kordopatis-Zilos
Giuseppe Amato
R. Caldelli
Fabrizio Falchi
Symeon Papadopoulos
Claudio Gennaro
35
14
0
20 Nov 2022
Deepfake Detection: A Comprehensive Study from the Reliability
  Perspective
Deepfake Detection: A Comprehensive Study from the Reliability Perspective
Tianyi Wang
Xin Liao
Kam-pui Chow
Xiaodong Lin
Yinglong Wang
42
16
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 Detection
Yan Ju
Shan Jia
Jia Cai
Haiying Guan
Siwei Lyu
CVBM
45
25
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 Perturbation
Zijie Lou
Gang Cao
Ma Lin
AAML
30
5
0
07 Nov 2022
Cross-Domain Local Characteristic Enhanced Deepfake Video Detection
Cross-Domain Local Characteristic Enhanced Deepfake Video Detection
Zihan Liu
Hanyi Wang
Shilin Wang
ViT
26
6
0
07 Nov 2022
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion
  Models
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models
Muyang Li
Ji Lin
Chenlin Meng
Stefano Ermon
Song Han
Jun-Yan Zhu
DiffM
37
45
0
03 Nov 2022
On the detection of synthetic images generated by diffusion models
On the detection of synthetic images generated by diffusion models
Riccardo Corvi
D. Cozzolino
Giada Zingarini
Giovanni Poggi
Koki Nagano
L. Verdoliva
136
218
0
01 Nov 2022
Generative Negative Text Replay for Continual Vision-Language
  Pretraining
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
33
17
0
31 Oct 2022
Few-shot Image Generation via Adaptation-Aware Kernel Modulation
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
Learning to Immunize Images for Tamper Localization and Self-Recovery
Qichao Ying
Hang Zhou
Zhenxing Qian
Sheng Li
Xinpeng Zhang
AAML
34
12
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
39
4
0
28 Oct 2022
Anisotropic multiresolution analyses for deepfake detection
Anisotropic multiresolution analyses for deepfake detection
Wei Huang
Michelangelo Valsecchi
Michael Multerer
AAML
26
5
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
35
100
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 Detection
Wanyi Zhuang
Qi Chu
Zhentao Tan
Qiankun Liu
Haojie Yuan
Changtao Miao
Zixiang Luo
Nenghai Yu
ViT
CVBM
45
77
0
23 Oct 2022
FedForgery: Generalized Face Forgery Detection with Residual Federated
  Learning
FedForgery: Generalized Face Forgery Detection with Residual Federated Learning
Decheng Liu
Zhan Dang
Chunlei Peng
Yu Zheng
Shuang Li
N. Wang
Xinbo Gao
FedML
34
30
0
18 Oct 2022
Deepfake Text Detection: Limitations and Opportunities
Deepfake Text Detection: Limitations and Opportunities
Jiameng Pu
Zain Sarwar
Sifat Muhammad Abdullah
A. Rehman
Yoonjin Kim
P. Bhattacharya
M. Javed
Bimal Viswanath
AAML
24
54
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 Models
Zeyang Sha
Zheng Li
Ning Yu
Yang Zhang
DiffM
28
115
0
13 Oct 2022
Controllable Radiance Fields for Dynamic Face Synthesis
Controllable Radiance Fields for Dynamic Face Synthesis
Peiye Zhuang
Liqian Ma
Oluwasanmi Koyejo
A. Schwing
CVBM
3DH
18
11
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 Textures
Nannan Li
Kevin J. Shih
Bryan A. Plummer
29
7
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
21
2
0
27 Sep 2022
Totems: Physical Objects for Verifying Visual Integrity
Totems: Physical Objects for Verifying Visual Integrity
Jingwei Ma
Lucy Chai
Minyoung Huh
Tongzhou Wang
Ser-Nam Lim
Phillip Isola
Antonio Torralba
26
2
0
26 Sep 2022
On the detection of morphing attacks generated by GANs
On the detection of morphing attacks generated by GANs
Laurent Colbois
S´ebastien Marcel
CVBM
13
10
0
01 Sep 2022
Discovering Transferable Forensic Features for CNN-generated Images
  Detection
Discovering Transferable Forensic Features for CNN-generated Images Detection
Keshigeyan Chandrasegaran
Ngoc-Trung Tran
Alexander Binder
Ngai-man Cheung
AAML
37
27
0
24 Aug 2022
DF-Captcha: A Deepfake Captcha for Preventing Fake Calls
DF-Captcha: A Deepfake Captcha for Preventing Fake Calls
Yisroel Mirsky
30
2
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
21
0
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 Editing
Jingbo Zhang
Xiaoyu Li
Bo Liu
Can Wang
Jing Liao
3DH
CVBM
31
40
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
20
3
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
GAN
OOD
29
0
0
02 Aug 2022
Rewriting Geometric Rules of a GAN
Rewriting Geometric Rules of a GAN
Sheng-Yu Wang
David Bau
Jun-Yan Zhu
40
35
0
28 Jul 2022
Image Generation Network for Covert Transmission in Online Social
  Network
Image Generation Network for Covert Transmission in Online Social Network
Zhengxin You
Qichao Ying
Sheng Li
Zhenxing Qian
Xinpeng Zhang
DiffM
27
10
0
21 Jul 2022
Exploring Disentangled Content Information for Face Forgery Detection
Exploring Disentangled Content Information for Face Forgery Detection
Jiahao Liang
Huafeng Shi
Weihong Deng
CVBM
44
38
0
19 Jul 2022
Deepfake Video Detection with Spatiotemporal Dropout Transformer
Deepfake Video Detection with Spatiotemporal Dropout Transformer
Daichi Zhang
Fanzhao Lin
Yingying Hua
Pengju Wang
Dan Zeng
Shiming Ge
ViT
25
38
0
14 Jul 2022
Delving into Sequential Patches for Deepfake Detection
Delving into Sequential Patches for Deepfake Detection
Jiazhi Guan
Hang Zhou
Zhibin Hong
Errui Ding
Jingdong Wang
Chengbin Quan
Youjian Zhao
ViT
25
61
0
06 Jul 2022
RepMix: Representation Mixing for Robust Attribution of Synthesized
  Images
RepMix: Representation Mixing for Robust Attribution of Synthesized Images
Tu Bui
Ning Yu
John Collomosse
17
35
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
47
14
0
05 Jul 2022
3D-Aware Video Generation
3D-Aware Video Generation
Sherwin Bahmani
Jeong Joon Park
Despoina Paschalidou
H. Tang
Gordon Wetzstein
Leonidas J. Guibas
Luc Van Gool
Radu Timofte
40
20
0
29 Jun 2022
Data Redaction from Pre-trained GANs
Data Redaction from Pre-trained GANs
Zhifeng Kong
Kamalika Chaudhuri
55
16
0
29 Jun 2022
SImProv: Scalable Image Provenance Framework for Robust Content
  Attribution
SImProv: Scalable Image Provenance Framework for Robust Content Attribution
Alexander Black
Tu Bui
Simon Jenni
Zhifei Zhang
Viswanathan Swaminanthan
John Collomosse
29
0
0
28 Jun 2022
Spatially-Adaptive Multilayer Selection for GAN Inversion and Editing
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
27
50
0
16 Jun 2022
RigNeRF: Fully Controllable Neural 3D Portraits
RigNeRF: Fully Controllable Neural 3D Portraits
ShahRukh Athar
Zexiang Xu
Kalyan Sunkavalli
Eli Shechtman
Zhixin Shu
3DH
41
136
0
13 Jun 2022
Anti-Forgery: Towards a Stealthy and Robust DeepFake Disruption Attack
  via Adversarial Perceptual-aware Perturbations
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
22
47
0
01 Jun 2022
EAMM: One-Shot Emotional Talking Face via Audio-Based Emotion-Aware
  Motion Model
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
57
157
0
30 May 2022
GAN-based Medical Image Small Region Forgery Detection via a Two-Stage
  Cascade Framework
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
33
8
0
30 May 2022
Misleading Deep-Fake Detection with GAN Fingerprints
Misleading Deep-Fake Detection with GAN Fingerprints
Vera Wesselkamp
Konrad Rieck
Dan Arp
Erwin Quiring
AAML
28
8
0
25 May 2022
Combining Contrastive and Supervised Learning for Video Super-Resolution
  Detection
Combining Contrastive and Supervised Learning for Video Super-Resolution Detection
Viacheslav Meshchaninov
Ivan Molodetskikh
D. Vatolin
17
0
0
20 May 2022
A Continual Deepfake Detection Benchmark: Dataset, Methods, and
  Essentials
A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials
Chuqiao Li
Zhiwu Huang
D. Paudel
Yabin Wang
Mohamad Shahbazi
Xiaopeng Hong
Luc Van Gool
25
48
0
11 May 2022
Reduce Information Loss in Transformers for Pluralistic Image Inpainting
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
31
70
0
10 May 2022
A Closer Look at Few-shot Image Generation
A Closer Look at Few-shot Image Generation
Yunqing Zhao
Henghui Ding
Houjing Huang
Ngai-man Cheung
29
72
0
08 May 2022
Restricted Black-box Adversarial Attack Against DeepFake Face Swapping
Restricted Black-box Adversarial Attack Against DeepFake Face Swapping
Junhao Dong
Yuan Wang
Jianhuang Lai
Xiaohua Xie
PICV
AAML
10
44
0
26 Apr 2022
An Overview of Recent Work in Media Forensics: Methods and Threats
An Overview of Recent Work in Media Forensics: Methods and Threats
Kratika Bhagtani
A. Yadav
Emily R. Bartusiak
Ziyue Xiang
Ruiting Shao
Sriram Baireddy
Edward J. Delp
AAML
49
25
0
26 Apr 2022
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