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Detecting and Simulating Artifacts in GAN Fake Images

Detecting and Simulating Artifacts in GAN Fake Images

15 July 2019
Xu-Yao Zhang
Svebor Karaman
Shih-Fu Chang
ArXivPDFHTML

Papers citing "Detecting and Simulating Artifacts in GAN Fake Images"

50 / 88 papers shown
Title
Where's the liability in the Generative Era? Recovery-based Black-Box Detection of AI-Generated Content
Where's the liability in the Generative Era? Recovery-based Black-Box Detection of AI-Generated Content
Haoyue Bai
Yiyou Sun
Wei Cheng
Haifeng Chen
AAML
51
0
0
02 May 2025
Active Light Modulation to Counter Manipulation of Speech Visual Content
Active Light Modulation to Counter Manipulation of Speech Visual Content
Hadleigh Schwartz
Xiaofeng Yan
Charles J. Carver
Xia Zhou
68
0
0
30 Apr 2025
Adaptive Dual-domain Learning for Underwater Image Enhancement
Adaptive Dual-domain Learning for Underwater Image Enhancement
Lingtao Peng
Liheng Bian
29
0
0
27 Apr 2025
Towards Explainable Fake Image Detection with Multi-Modal Large Language Models
Towards Explainable Fake Image Detection with Multi-Modal Large Language Models
Yikun Ji
Y. Hong
Jiahui Zhan
H. Chen
Jun Lan
Huijia Zhu
Weiqiang Wang
L. Zhang
Jianfu Zhang
MLLM
LRM
48
0
0
19 Apr 2025
Temporal Score Analysis for Understanding and Correcting Diffusion Artifacts
Temporal Score Analysis for Understanding and Correcting Diffusion Artifacts
Yu Cao
Zengqun Zhao
Ioannis Patras
Shaogang Gong
DiffM
48
0
0
20 Mar 2025
LaRE$^2$: Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection
LaRE2^22: Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection
Yunpeng Luo
Junlong Du
Ke Yan
Shouhong Ding
DiffM
139
20
0
24 Feb 2025
PDA: Generalizable Detection of AI-Generated Images via Post-hoc Distribution Alignment
PDA: Generalizable Detection of AI-Generated Images via Post-hoc Distribution Alignment
Li Wang
Wenyu Chen
Zheng Li
Shanqing Guo
38
0
0
15 Feb 2025
Model Synthesis for Zero-Shot Model Attribution
Model Synthesis for Zero-Shot Model Attribution
Tianyun Yang
Juan Cao
Danding Wang
Chang Xu
WIGM
70
4
0
20 Jan 2025
Multi-Channel Cross Modal Detection of Synthetic Face Images
Multi-Channel Cross Modal Detection of Synthetic Face Images
M. Ibsen
Christian Rathgeb
S´ebastien Marcel
C. Busch
CVBM
61
1
0
31 Dec 2024
A Bias-Free Training Paradigm for More General AI-generated Image Detection
A Bias-Free Training Paradigm for More General AI-generated Image Detection
Fabrizio Guillaro
Giada Zingarini
Ben Usman
Avneesh Sud
D. Cozzolino
L. Verdoliva
DiffM
68
4
0
23 Dec 2024
Explainable Artifacts for Synthetic Western Blot Source Attribution
Explainable Artifacts for Synthetic Western Blot Source Attribution
J. P. Cardenuto
S. Mandelli
Daniel Moreira
Paolo Bestagini
Edward J. Delp
Anderson de Rezende Rocha
27
0
0
27 Sep 2024
Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks
Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks
Yunfeng Diao
Na Zhai
Changtao Miao
Xun Yang
Meng Wang
Xun Yang
Meng Wang
AAML
39
1
0
30 Jul 2024
A Sanity Check for AI-generated Image Detection
A Sanity Check for AI-generated Image Detection
Shilin Yan
Ouxiang Li
Jiayin Cai
Y. Hao
Xiaolong Jiang
Yao Hu
Weidi Xie
VLM
69
20
0
27 Jun 2024
Explainable Deepfake Video Detection using Convolutional Neural Network
  and CapsuleNet
Explainable Deepfake Video Detection using Convolutional Neural Network and CapsuleNet
Gazi Hasin Ishrak
Zalish Mahmud
Md. Zami Al Zunaed Farabe
Tahera Khanom Tinni
Tanzim Reza
Mohammad Zavid Parvez
40
3
0
19 Apr 2024
E3: Ensemble of Expert Embedders for Adapting Synthetic Image Detectors
  to New Generators Using Limited Data
E3: Ensemble of Expert Embedders for Adapting Synthetic Image Detectors to New Generators Using Limited Data
Aref Azizpour
Tai D. Nguyen
Manil Shrestha
Kaidi Xu
Edward Kim
Matthew C. Stamm
29
4
0
12 Apr 2024
Mixture of Low-rank Experts for Transferable AI-Generated Image
  Detection
Mixture of Low-rank Experts for Transferable AI-Generated Image Detection
Zihan Liu
Hanyi Wang
Yaoyu Kang
Shilin Wang
MoE
38
12
0
07 Apr 2024
Generative Models are Self-Watermarked: Declaring Model Authentication
  through Re-Generation
Generative Models are Self-Watermarked: Declaring Model Authentication through Re-Generation
Aditya Desu
Xuanli He
Qiongkai Xu
Wei Lu
WIGM
24
1
0
23 Feb 2024
Detecting Face Synthesis Using a Concealed Fusion Model
Detecting Face Synthesis Using a Concealed Fusion Model
Roberto Leyva
Victor Sanchez
Gregory Epiphaniou
Carsten Maple
AAML
CVBM
32
0
0
08 Jan 2024
Towards Better Morphed Face Images without Ghosting Artifacts
Towards Better Morphed Face Images without Ghosting Artifacts
Clemens Seibold
A. Hilsmann
Peter Eisert
CVBM
18
1
0
13 Dec 2023
Tracing Hyperparameter Dependencies for Model Parsing via Learnable
  Graph Pooling Network
Tracing Hyperparameter Dependencies for Model Parsing via Learnable Graph Pooling Network
Xiao Guo
Vishal Asnani
Sijia Liu
Xiaoming Liu
27
5
0
03 Dec 2023
Nepotistically Trained Generative-AI Models Collapse
Nepotistically Trained Generative-AI Models Collapse
Matyáš Boháček
Hany Farid
49
17
0
20 Nov 2023
Local Statistics for Generative Image Detection
Local Statistics for Generative Image Detection
Yung Jer Wong
Teck Khim Ng
DiffM
26
2
0
25 Oct 2023
Not with my name! Inferring artists' names of input strings employed by
  Diffusion Models
Not with my name! Inferring artists' names of input strings employed by Diffusion Models
R. Leotta
O. Giudice
Luca Guarnera
S. Battiato
DiffM
16
7
0
25 Jul 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning
Haiwei Wu
Jiantao Zhou
Shile Zhang
115
27
0
23 May 2023
Evading DeepFake Detectors via Adversarial Statistical Consistency
Evading DeepFake Detectors via Adversarial Statistical Consistency
Yang Hou
Qing-Wu Guo
Yihao Huang
Xiaofei Xie
L. Ma
Jianjun Zhao
AAML
26
47
0
23 Apr 2023
Intriguing properties of synthetic images: from generative adversarial
  networks to diffusion models
Intriguing properties of synthetic images: from generative adversarial networks to diffusion models
Riccardo Corvi
D. Cozzolino
Giovanni Poggi
Koki Nagano
L. Verdoliva
DiffM
27
89
0
13 Apr 2023
Parents and Children: Distinguishing Multimodal DeepFakes from Natural
  Images
Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images
Roberto Amoroso
Davide Morelli
Marcella Cornia
Lorenzo Baraldi
A. Bimbo
Rita Cucchiara
DiffM
37
29
0
02 Apr 2023
The Stable Signature: Rooting Watermarks in Latent Diffusion Models
The Stable Signature: Rooting Watermarks in Latent Diffusion Models
Pierre Fernandez
Guillaume Couairon
Hervé Jégou
Matthijs Douze
Teddy Furon
WIGM
17
176
0
27 Mar 2023
Fighting Malicious Media Data: A Survey on Tampering Detection and
  Deepfake Detection
Fighting Malicious Media Data: A Survey on Tampering Detection and Deepfake Detection
Junke Wang
Zhenxin Li
Chao Zhang
Jingjing Chen
Zuxuan Wu
Larry S. Davis
Yueping Jiang
AAML
34
5
0
12 Dec 2022
Attacking Image Splicing Detection and Localization Algorithms Using
  Synthetic Traces
Attacking Image Splicing Detection and Localization Algorithms Using Synthetic Traces
Shengbang Fang
Matthew C. Stamm
AAML
16
6
0
22 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
24
0
16 Nov 2022
Combining Automatic Speaker Verification and Prosody Analysis for
  Synthetic Speech Detection
Combining Automatic Speaker Verification and Prosody Analysis for Synthetic Speech Detection
L. Attorresi
Davide Salvi
Clara Borrelli
Paolo Bestagini
Stefano Tubaro
18
21
0
31 Oct 2022
Anisotropic multiresolution analyses for deepfake detection
Anisotropic multiresolution analyses for deepfake detection
Wei Huang
Michelangelo Valsecchi
Michael Multerer
AAML
24
5
0
26 Oct 2022
DiffGAR: Model-Agnostic Restoration from Generative Artifacts Using
  Image-to-Image Diffusion Models
DiffGAR: Model-Agnostic Restoration from Generative Artifacts Using Image-to-Image Diffusion Models
Yueqin Yin
Lianghua Huang
Yu Liu
Kaiqiang Huang
DiffM
38
12
0
16 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
19
115
0
13 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
21
2
0
26 Sep 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
Data Redaction from Pre-trained GANs
Data Redaction from Pre-trained GANs
Zhifeng Kong
Kamalika Chaudhuri
53
16
0
29 Jun 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
DAM-GAN : Image Inpainting using Dynamic Attention Map based on Fake
  Texture Detection
DAM-GAN : Image Inpainting using Dynamic Attention Map based on Fake Texture Detection
D. Cha
Daijin Kim
25
10
0
20 Apr 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
24
0
0
18 Mar 2022
Dataset and Case Studies for Visual Near-Duplicates Detection in the
  Context of Social Media
Dataset and Case Studies for Visual Near-Duplicates Detection in the Context of Social Media
Hana Matatov
Mor Naaman
Ofra Amir
9
5
0
14 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
29
134
0
04 Mar 2022
Deepfake Network Architecture Attribution
Deepfake Network Architecture Attribution
Tianyun Yang
Ziyao Huang
Juan Cao
Lei Li
Xirong Li
57
51
0
28 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
24
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
22
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
29
126
0
18 Jan 2022
Towards Universal GAN Image Detection
Towards Universal GAN Image Detection
D. Cozzolino
Diego Gragnaniello
Giovanni Poggi
L. Verdoliva
13
30
0
23 Dec 2021
12
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