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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 / 521 papers shown
Title
Band-Attention Modulated RetNet for Face Forgery Detection
Band-Attention Modulated RetNet for Face Forgery Detection
Zhida Zhang
Jie Cao
Wenkui Yang
Qihang Fan
Kai Zhou
Ran He
CVBM
ViT
38
1
0
09 Apr 2024
Responsible Visual Editing
Responsible Visual Editing
Minheng Ni
Yeli Shen
Lei Zhang
W. Zuo
DiffM
35
0
0
08 Apr 2024
Towards More General Video-based Deepfake Detection through Facial Component Guided Adaptation for Foundation Model
Towards More General Video-based Deepfake Detection through Facial Component Guided Adaptation for Foundation Model
Yue-Hua Han
Tai-Ming Huang
Shu-Tzu Lo
Po-Han Huang
52
0
0
08 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
51
13
0
07 Apr 2024
ASAP: Interpretable Analysis and Summarization of AI-generated Image
  Patterns at Scale
ASAP: Interpretable Analysis and Summarization of AI-generated Image Patterns at Scale
Jinbin Huang
Chong Chen
Aditi Mishra
Bum Chul Kwon
Zhicheng Liu
Chris Bryan
61
4
0
03 Apr 2024
Which Model Generated This Image? A Model-Agnostic Approach for Origin
  Attribution
Which Model Generated This Image? A Model-Agnostic Approach for Origin Attribution
Fengyuan Liu
Haochen Luo
Yiming Li
Philip Torr
Jindong Gu
VLM
39
5
0
03 Apr 2024
Bi-LORA: A Vision-Language Approach for Synthetic Image Detection
Bi-LORA: A Vision-Language Approach for Synthetic Image Detection
Mamadou Keita
W. Hamidouche
Hessen Bougueffa Eutamene
Abdenour Hadid
Abdelmalik Taleb-Ahmed
69
7
0
02 Apr 2024
Diffusion Deepfake
Diffusion Deepfake
Chaitali Bhattacharyya
Hanxiao Wang
Feng Zhang
Sung-Ha Kim
Xiatian Zhu
37
5
0
02 Apr 2024
Uncertain Boundaries: Multidisciplinary Approaches to Copyright Issues
  in Generative AI
Uncertain Boundaries: Multidisciplinary Approaches to Copyright Issues in Generative AI
Jocelyn Dzuong
Zichong Wang
Wenbin Zhang
34
9
0
31 Mar 2024
TC4D: Trajectory-Conditioned Text-to-4D Generation
TC4D: Trajectory-Conditioned Text-to-4D Generation
Sherwin Bahmani
Xian Liu
Yifan Wang
Ivan Skorokhodov
Victor Rong
...
Jeong Joon Park
Sergey Tulyakov
Gordon Wetzstein
Andrea Tagliasacchi
David B. Lindell
105
36
0
26 Mar 2024
Fake or JPEG? Revealing Common Biases in Generated Image Detection
  Datasets
Fake or JPEG? Revealing Common Biases in Generated Image Detection Datasets
Patrick Grommelt
Louis Weiss
Franz-Josef Pfreundt
J. Keuper
42
18
0
26 Mar 2024
AI-Generated Video Detection via Spatio-Temporal Anomaly Learning
AI-Generated Video Detection via Spatio-Temporal Anomaly Learning
Jianfa Bai
Man Lin
Gang Cao
35
3
0
25 Mar 2024
Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language
  Models for Media Forensics
Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics
Shan Jia
Reilin Lyu
Kangran Zhao
Yize Chen
Zhiyuan Yan
Yan Ju
Chuanbo Hu
Xin Li
Baoyuan Wu
Siwei Lyu
73
39
0
21 Mar 2024
Deepfake Detection without Deepfakes: Generalization via Synthetic
  Frequency Patterns Injection
Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns Injection
D. Coccomini
R. Caldelli
Claudio Gennaro
Giuseppe Fiameni
Giuseppe Amato
Fabrizio Falchi
47
1
0
20 Mar 2024
Artifact Feature Purification for Cross-domain Detection of AI-generated
  Images
Artifact Feature Purification for Cross-domain Detection of AI-generated Images
Zheling Meng
Bo Peng
Jing Dong
Tieniu Tan
89
4
0
17 Mar 2024
Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face
  Deepfake Detection
Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection
Yuting Xu
Jian Liang
Lijun Sheng
Xiao-Yu Zhang
59
9
0
15 Mar 2024
Unveiling the Truth: Exploring Human Gaze Patterns in Fake Images
Unveiling the Truth: Exploring Human Gaze Patterns in Fake Images
Giuseppe Cartella
Vittorio Cuculo
Marcella Cornia
Rita Cucchiara
DiffM
81
5
0
13 Mar 2024
Frequency-Aware Deepfake Detection: Improving Generalizability through
  Frequency Space Learning
Frequency-Aware Deepfake Detection: Improving Generalizability through Frequency Space Learning
Chuangchuang Tan
Yao-Min Zhao
Shikui Wei
Guanghua Gu
Ping Liu
Yunchao Wei
52
8
0
12 Mar 2024
Data-Independent Operator: A Training-Free Artifact Representation
  Extractor for Generalizable Deepfake Detection
Data-Independent Operator: A Training-Free Artifact Representation Extractor for Generalizable Deepfake Detection
Chuangchuang Tan
Ping Liu
Renshuai Tao
Huan Liu
Yao-Min Zhao
Baoyuan Wu
Yunchao Wei
54
9
0
11 Mar 2024
Real is not True: Backdoor Attacks Against Deepfake Detection
Real is not True: Backdoor Attacks Against Deepfake Detection
Hong Sun
Ziqiang Li
Lei Liu
Bin Li
AAML
41
5
0
11 Mar 2024
Exploiting Style Latent Flows for Generalizing Deepfake Video Detection
Exploiting Style Latent Flows for Generalizing Deepfake Video Detection
Jongwook Choi
Taehoon Kim
Yonghyun Jeong
Seungryul Baek
Jongwon Choi
49
26
0
11 Mar 2024
VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video
  Diffusion Models
VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models
Wenhao Wang
Yi Yang
VGen
DiffM
38
33
0
10 Mar 2024
Spectrum Translation for Refinement of Image Generation (STIG) Based on
  Contrastive Learning and Spectral Filter Profile
Spectrum Translation for Refinement of Image Generation (STIG) Based on Contrastive Learning and Spectral Filter Profile
Seokjun Lee
Seung-Won Jung
Hyunseok Seo
DiffM
59
4
0
08 Mar 2024
Leveraging Representations from Intermediate Encoder-blocks for
  Synthetic Image Detection
Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection
C. Koutlis
Symeon Papadopoulos
60
18
0
29 Feb 2024
Preserving Fairness Generalization in Deepfake Detection
Preserving Fairness Generalization in Deepfake Detection
Li Lin
Xinan He
Yan Ju
Xin Eric Wang
Feng Ding
Shu Hu
50
35
0
27 Feb 2024
Hierarchical Invariance for Robust and Interpretable Vision Tasks at
  Larger Scales
Hierarchical Invariance for Robust and Interpretable Vision Tasks at Larger Scales
Shuren Qi
Yushu Zhang
Chao Wang
Zhihua Xia
Xiaochun Cao
Jian Weng
41
1
0
23 Feb 2024
VGMShield: Mitigating Misuse of Video Generative Models
VGMShield: Mitigating Misuse of Video Generative Models
Yan Pang
Yang Zhang
Tianhao Wang
49
3
0
20 Feb 2024
CLIPping the Deception: Adapting Vision-Language Models for Universal
  Deepfake Detection
CLIPping the Deception: Adapting Vision-Language Models for Universal Deepfake Detection
Sohail Ahmed Khan
Duc-Tien Dang-Nguyen
VLM
38
24
0
20 Feb 2024
WildFake: A Large-scale Challenging Dataset for AI-Generated Images
  Detection
WildFake: A Large-scale Challenging Dataset for AI-Generated Images Detection
Yan Hong
Jianfu Zhang
74
10
0
19 Feb 2024
ManiFPT: Defining and Analyzing Fingerprints of Generative Models
ManiFPT: Defining and Analyzing Fingerprints of Generative Models
Hae Jin Song
Mahyar Khayatkhoei
Wael AbdAlmageed
32
6
0
16 Feb 2024
Towards the Detection of AI-Synthesized Human Face Images
Towards the Detection of AI-Synthesized Human Face Images
Yuhang Lu
Touradj Ebrahimi
CVBM
AAML
24
5
0
13 Feb 2024
Organic or Diffused: Can We Distinguish Human Art from AI-generated
  Images?
Organic or Diffused: Can We Distinguish Human Art from AI-generated Images?
Anna Yoo Jeong Ha
Josephine Passananti
Ronik Bhaskar
Shawn Shan
Reid Southen
Haitao Zheng
Ben Y. Zhao
AAML
58
23
0
05 Feb 2024
On the Exploitation of DCT-Traces in the Generative-AI Domain
On the Exploitation of DCT-Traces in the Generative-AI Domain
Orazio Pontorno
Luca Guarnera
Sebastiano Battiato
AAML
43
4
0
03 Feb 2024
A Single Simple Patch is All You Need for AI-generated Image Detection
A Single Simple Patch is All You Need for AI-generated Image Detection
Jiaxuan Chen
Jieteng Yao
Li Niu
23
23
0
02 Feb 2024
Approximating Optimal Morphing Attacks using Template Inversion
Approximating Optimal Morphing Attacks using Template Inversion
Laurent Colbois
Hatef Otroshi-Shahreza
S´ebastien Marcel
29
2
0
01 Feb 2024
AEROBLADE: Training-Free Detection of Latent Diffusion Images Using
  Autoencoder Reconstruction Error
AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error
Jonas Ricker
Denis Lukovnikov
Asja Fischer
72
31
0
31 Jan 2024
Diffusion Facial Forgery Detection
Diffusion Facial Forgery Detection
Harry Cheng
Yangyang Guo
Tianyi Wang
L. Nie
Mohan S. Kankanhalli
74
18
0
29 Jan 2024
MITS-GAN: Safeguarding Medical Imaging from Tampering with Generative
  Adversarial Networks
MITS-GAN: Safeguarding Medical Imaging from Tampering with Generative Adversarial Networks
Giovanni Pasqualino
Luca Guarnera
A. Ortis
Sebastiano Battiato
MedIm
58
3
0
17 Jan 2024
Datasets, Clues and State-of-the-Arts for Multimedia Forensics: An
  Extensive Review
Datasets, Clues and State-of-the-Arts for Multimedia Forensics: An Extensive Review
Ankit Yadav
Dinesh Kumar Vishwakarma
AAML
34
7
0
13 Jan 2024
Frequency Masking for Universal Deepfake Detection
Frequency Masking for Universal Deepfake Detection
Chandler Timm C. Doloriel
Ngai-Man Cheung
49
14
0
12 Jan 2024
Data-Agnostic Face Image Synthesis Detection Using Bayesian CNNs
Data-Agnostic Face Image Synthesis Detection Using Bayesian CNNs
Roberto Leyva
Victor Sanchez
Gregory Epiphaniou
Carsten Maple
CVBM
33
5
0
08 Jan 2024
Forgery-aware Adaptive Transformer for Generalizable Synthetic Image
  Detection
Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection
Huan Liu
Zichang Tan
Chuangchuang Tan
Yunchao Wei
Yao-Min Zhao
Jingdong Wang
ViT
34
48
0
27 Dec 2023
GenAI Mirage: The Impostor Bias and the Deepfake Detection Challenge in
  the Era of Artificial Illusions
GenAI Mirage: The Impostor Bias and the Deepfake Detection Challenge in the Era of Artificial Illusions
Mirko Casu
Luca Guarnera
P. Caponnetto
Sebastiano Battiato
56
14
0
24 Dec 2023
Synthetic images aid the recognition of human-made art forgeries
Synthetic images aid the recognition of human-made art forgeries
Johann Ostmeyer
Ludovica Schaerf
Pavel Buividovich
Tessa Charles
Eric Postma
Carina Popovici
34
4
0
22 Dec 2023
Learning Subject-Aware Cropping by Outpainting Professional Photos
Learning Subject-Aware Cropping by Outpainting Professional Photos
James Hong
Lu Yuan
Michael Gharbi
Matthew Fisher
Kayvon Fatahalian
55
2
0
19 Dec 2023
FAKEPCD: Fake Point Cloud Detection via Source Attribution
FAKEPCD: Fake Point Cloud Detection via Source Attribution
Y. Qu
Zhikun Zhang
Yun Shen
Michael Backes
Yang Zhang
3DPC
52
0
0
18 Dec 2023
DETER: Detecting Edited Regions for Deterring Generative Manipulations
DETER: Detecting Edited Regions for Deterring Generative Manipulations
Sai Wang
Ye Zhu
Ruoyu Wang
Amaya Dharmasiri
Olga Russakovsky
Yu Wu
50
2
0
16 Dec 2023
AVA: Inconspicuous Attribute Variation-based Adversarial Attack
  bypassing DeepFake Detection
AVA: Inconspicuous Attribute Variation-based Adversarial Attack bypassing DeepFake Detection
Xiangtao Meng
Li Wang
Shanqing Guo
Lei Ju
Qingchuan Zhao
AAML
38
6
0
14 Dec 2023
Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network Operations
Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network Operations
Mushfiqur Rahman
Runze Liu
Chau-Wai Wong
Huaiyu Dai
50
0
0
13 Dec 2023
GenDet: Towards Good Generalizations for AI-Generated Image Detection
GenDet: Towards Good Generalizations for AI-Generated Image Detection
Mingjian Zhu
Hanting Chen
Mouxiao Huang
Wei Li
Hailin Hu
Jie Hu
Yunhe Wang
37
17
0
12 Dec 2023
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