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

50 / 520 papers shown
Title
ChildPredictor: A Child Face Prediction Framework with Disentangled
  Learning
ChildPredictor: A Child Face Prediction Framework with Disentangled Learning
Yuzhi Zhao
L. Po
Xuehui Wang
Qiong Yan
Wei Shen
...
C. Wong
Chiu-Sing Pang
Weifeng Ou
W. Yu
Buhua Liu
CVBM
16
7
0
21 Apr 2022
Any-resolution Training for High-resolution Image Synthesis
Any-resolution Training for High-resolution Image Synthesis
Lucy Chai
Michael Gharbi
Eli Shechtman
Phillip Isola
Richard Y. Zhang
32
66
0
14 Apr 2022
Few-shot Forgery Detection via Guided Adversarial Interpolation
Few-shot Forgery Detection via Guided Adversarial Interpolation
Haonan Qiu
Siyu Chen
Bei Gan
Kunze Wang
Huafeng Shi
Jing Shao
Ziwei Liu
AAML
16
6
0
12 Apr 2022
On the Exploitation of Deepfake Model Recognition
On the Exploitation of Deepfake Model Recognition
Luca Guarnera
O. Giudice
Matthias Niessner
Sebastiano Battiato
32
19
0
09 Apr 2022
FaceSigns: Semi-Fragile Neural Watermarks for Media Authentication and
  Countering Deepfakes
FaceSigns: Semi-Fragile Neural Watermarks for Media Authentication and Countering Deepfakes
Paarth Neekhara
Shehzeen Samarah Hussain
Xinqiao Zhang
Ke Huang
Julian McAuley
F. Koushanfar
AAML
28
21
0
05 Apr 2022
Perception Prioritized Training of Diffusion Models
Perception Prioritized Training of Diffusion Models
Jooyoung Choi
Jungbeom Lee
Chaehun Shin
Sungwon Kim
Hyunwoo J. Kim
Sung-Hoon Yoon
DiffM
22
232
0
01 Apr 2022
StyleFool: Fooling Video Classification Systems via Style Transfer
StyleFool: Fooling Video Classification Systems via Style Transfer
Yu Cao
Xi Xiao
Ruoxi Sun
Derui Wang
Minhui Xue
Sheng Wen
AAML
8
25
0
30 Mar 2022
High-resolution Face Swapping via Latent Semantics Disentanglement
High-resolution Face Swapping via Latent Semantics Disentanglement
Yangyang Xu
Bailin Deng
Junle Wang
Yanqing Jing
Jianxiong Pan
Shengfeng He
CVBM
PICV
32
75
0
30 Mar 2022
Proactive Image Manipulation Detection
Proactive Image Manipulation Detection
Vishal Asnani
Xi Yin
Tal Hassner
Sijia Liu
Xiaoming Liu
21
39
0
29 Mar 2022
GIRAFFE HD: A High-Resolution 3D-aware Generative Model
GIRAFFE HD: A High-Resolution 3D-aware Generative Model
Yang Xue
Yuheng Li
Krishna Kumar Singh
Yong Jae Lee
31
99
0
28 Mar 2022
Adaptive Frequency Learning in Two-branch Face Forgery Detection
Adaptive Frequency Learning in Two-branch Face Forgery Detection
Neng Wang
Yang Bai
Kun Yu
Yong Jiang
Shutao Xia
Yan Wang
CVBM
21
1
0
27 Mar 2022
Fusing Global and Local Features for Generalized AI-Synthesized Image
  Detection
Fusing Global and Local Features for Generalized AI-Synthesized Image Detection
Yan Ju
Shan Jia
Lipeng Ke
Hongfei Xue
Koki Nagano
Siwei Lyu
30
59
0
26 Mar 2022
Spatially Multi-conditional Image Generation
Spatially Multi-conditional Image Generation
Ritika Chakraborty
Nikola Popovic
D. Paudel
Thomas Probst
Luc Van Gool
24
1
0
25 Mar 2022
Making DeepFakes more spurious: evading deep face forgery detection via
  trace removal attack
Making DeepFakes more spurious: evading deep face forgery detection via trace removal attack
Chi Liu
Huajie Chen
Tianqing Zhu
Jun Zhang
Wanlei Zhou
AAML
25
23
0
22 Mar 2022
Deepfake Style Transfer Mixture: a First Forensic Ballistics Study on
  Synthetic Images
Deepfake Style Transfer Mixture: a First Forensic Ballistics Study on Synthetic Images
Luca Guarnera
O. Giudice
Sebastiano Battiato
30
8
0
18 Mar 2022
Transferable Class-Modelling for Decentralized Source Attribution of
  GAN-Generated Images
Transferable Class-Modelling for Decentralized Source Attribution of GAN-Generated Images
Brandon Khoo
C. H. Lim
Raphaël C.-W. Phan
26
0
0
18 Mar 2022
SISL:Self-Supervised Image Signature Learning for Splicing Detection and
  Localization
SISL:Self-Supervised Image Signature Learning for Splicing Detection and Localization
Susmit Agrawal
Prabhat Kumar
Siddharth Seth
T. Parag
M. Singh
R. Venkatesh Babu
19
10
0
15 Mar 2022
Detecting GAN-generated Images by Orthogonal Training of Multiple CNNs
Detecting GAN-generated Images by Orthogonal Training of Multiple CNNs
S. Mandelli
Nicolò Bonettini
Paolo Bestagini
Stefano Tubaro
21
46
0
04 Mar 2022
HDNet: High-resolution Dual-domain Learning for Spectral Compressive
  Imaging
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging
Xiaowan Hu
Yuanhao Cai
Jing Lin
Haoqian Wang
X. Yuan
Yulun Zhang
Radu Timofte
Luc Van Gool
37
134
0
04 Mar 2022
Protecting Celebrities from DeepFake with Identity Consistency
  Transformer
Protecting Celebrities from DeepFake with Identity Consistency Transformer
Xiaoyi Dong
Jianmin Bao
Dongdong Chen
Ting Zhang
Weiming Zhang
Nenghai Yu
Dong Chen
Fang Wen
B. Guo
ViT
51
120
0
02 Mar 2022
Self-supervised Transformer for Deepfake Detection
Self-supervised Transformer for Deepfake Detection
Hanqing Zhao
Wenbo Zhou
Dongdong Chen
Weiming Zhang
Nenghai Yu
ViT
19
34
0
02 Mar 2022
Deepfake Network Architecture Attribution
Deepfake Network Architecture Attribution
Tianyun Yang
Ziyao Huang
Juan Cao
Lei Li
Xirong Li
60
52
0
28 Feb 2022
Generating Videos with Dynamics-aware Implicit Generative Adversarial
  Networks
Generating Videos with Dynamics-aware Implicit Generative Adversarial Networks
Sihyun Yu
Jihoon Tack
Sangwoo Mo
Hyunsu Kim
Junho Kim
Jung-Woo Ha
Jinwoo Shin
DiffM
VGen
32
199
0
21 Feb 2022
Attributable-Watermarking of Speech Generative Models
Attributable-Watermarking of Speech Generative Models
Yongbaek Cho
Changhoon Kim
Yezhou Yang
Yi Ren
14
6
0
17 Feb 2022
GAN-generated Faces Detection: A Survey and New Perspectives
GAN-generated Faces Detection: A Survey and New Perspectives
Xin Wang
Hui Guo
Shu Hu
Ming-Ching Chang
Siwei Lyu
CVBM
24
63
0
15 Feb 2022
A Review of Deep Learning-based Approaches for Deepfake Content
  Detection
A Review of Deep Learning-based Approaches for Deepfake Content Detection
L. A. Passos
D. Jodas
K. Costa
Luis A. Souza Júnior
Douglas Rodrigues
Javier Del Ser
Danilo Colombo
João Paulo Papa
AAML
38
51
0
12 Feb 2022
D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint
  Ensembles
D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint Ensembles
Ashish Hooda
Neal Mangaokar
Ryan Feng
Kassem Fawaz
S. Jha
Atul Prakash
27
11
0
11 Feb 2022
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations
Yonghyun Jeong
Doyeon Kim
Youngmin Ro
Jongwon Choi
AAML
27
80
0
07 Feb 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery
  Detection
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection
A. Haliassos
Rodrigo Mira
Stavros Petridis
M. Pantic
CVBM
40
126
0
18 Jan 2022
Towards Universal GAN Image Detection
Towards Universal GAN Image Detection
D. Cozzolino
Diego Gragnaniello
Giovanni Poggi
L. Verdoliva
16
30
0
23 Dec 2021
StyleSDF: High-Resolution 3D-Consistent Image and Geometry Generation
StyleSDF: High-Resolution 3D-Consistent Image and Geometry Generation
Roy Or-El
Xuan Luo
Mengyi Shan
Eli Shechtman
Jeong Joon Park
Ira Kemelmacher-Shlizerman
3DH
3DV
34
352
0
21 Dec 2021
Watch Those Words: Video Falsification Detection Using Word-Conditioned
  Facial Motion
Watch Those Words: Video Falsification Detection Using Word-Conditioned Facial Motion
S. Agarwal
Liwen Hu
Evonne Ng
Trevor Darrell
Hao Li
Anna Rohrbach
AAML
28
19
0
21 Dec 2021
Ensembling Off-the-shelf Models for GAN Training
Ensembling Off-the-shelf Models for GAN Training
Nupur Kumari
Richard Y. Zhang
Eli Shechtman
Jun-Yan Zhu
34
86
0
16 Dec 2021
Forensic Analysis of Synthetically Generated Western Blot Images
Forensic Analysis of Synthetically Generated Western Blot Images
S. Mandelli
D. Cozzolino
E. D. Cannas
J. P. Cardenuto
Daniel Moreira
...
Walter J. Scheirer
Anderson de Rezende Rocha
L. Verdoliva
Stefano Tubaro
Edward J. Delp
30
21
0
16 Dec 2021
Exploring the Asynchronous of the Frequency Spectra of GAN-generated
  Facial Images
Exploring the Asynchronous of the Frequency Spectra of GAN-generated Facial Images
B. Le
Simon S. Woo
CVBM
27
12
0
15 Dec 2021
Hallucinating Pose-Compatible Scenes
Hallucinating Pose-Compatible Scenes
Tim Brooks
Alexei A. Efros
3DH
55
14
0
13 Dec 2021
HairCLIP: Design Your Hair by Text and Reference Image
HairCLIP: Design Your Hair by Text and Reference Image
Tianyi Wei
Dongdong Chen
Wenbo Zhou
Jing Liao
Zhentao Tan
Lu Yuan
Weiming Zhang
Nenghai Yu
CLIP
33
108
0
09 Dec 2021
Multimodal Conditional Image Synthesis with Product-of-Experts GANs
Multimodal Conditional Image Synthesis with Product-of-Experts GANs
Xun Huang
Arun Mallya
Ting-Chun Wang
Xuan Li
DiffM
24
89
0
09 Dec 2021
CYBORG: Blending Human Saliency Into the Loss Improves Deep Learning
CYBORG: Blending Human Saliency Into the Loss Improves Deep Learning
Aidan Boyd
Patrick J. Tinsley
Kevin W. Bowyer
A. Czajka
CVBM
25
38
0
01 Dec 2021
HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing
HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing
Yuval Alaluf
Omer Tov
Ron Mokady
Rinon Gal
Amit H. Bermano
46
264
0
30 Nov 2021
Layered Controllable Video Generation
Layered Controllable Video Generation
Jiahui Huang
Yuhe Jin
K. M. Yi
Leonid Sigal
VGen
17
11
0
24 Nov 2021
Self-supervised GAN Detector
Self-supervised GAN Detector
Yonghyun Jeong
Doyeon Kim
Pyounggeon Kim
Youngmin Ro
Jongwon Choi
28
3
0
12 Nov 2021
A-PixelHop: A Green, Robust and Explainable Fake-Image Detector
A-PixelHop: A Green, Robust and Explainable Fake-Image Detector
Yao Zhu
Xinyu Wang
Hong-Shuo Chen
Ronald Salloum
C.-C. Jay Kuo
27
17
0
07 Nov 2021
Unsupervised Change Detection of Extreme Events Using ML On-Board
Unsupervised Change Detection of Extreme Events Using ML On-Board
Vít Ruzicka
Anna Vaughan
D. Martini
James Fulton
Valentina Salvatelli
Chris Bridges
Gonzalo Mateo-García
Valentina Zantedeschi
19
6
0
04 Nov 2021
WaveFake: A Data Set to Facilitate Audio Deepfake Detection
WaveFake: A Data Set to Facilitate Audio Deepfake Detection
Joel Frank
Lea Schonherr
DiffM
129
123
0
04 Nov 2021
On the Frequency Bias of Generative Models
On the Frequency Bias of Generative Models
Katja Schwarz
Yiyi Liao
Andreas Geiger
24
78
0
03 Nov 2021
Exposing Deepfake with Pixel-wise AR and PPG Correlation from Faint
  Signals
Exposing Deepfake with Pixel-wise AR and PPG Correlation from Faint Signals
Maoyu Mao
Jun Yang
CVBM
PICV
26
3
0
29 Oct 2021
BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation
BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation
Mingcong Liu
Qiang Li
Zekui Qin
Guoxin Zhang
Pengfei Wan
Wen Zheng
CVBM
30
60
0
22 Oct 2021
Geo-DefakeHop: High-Performance Geographic Fake Image Detection
Geo-DefakeHop: High-Performance Geographic Fake Image Detection
Hong-Shuo Chen
Kaitai Zhang
Shuowen Hu
Suya You
C.-C. Jay Kuo
49
13
0
19 Oct 2021
Exploring Novel Pooling Strategies for Edge Preserved Feature Maps in
  Convolutional Neural Networks
Exploring Novel Pooling Strategies for Edge Preserved Feature Maps in Convolutional Neural Networks
Adithya Sineesh
Mahesh Raveendranatha Panicker
17
2
0
17 Oct 2021
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