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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 / 517 papers shown
Title
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
Cheng Chen
Aditi Mishra
Bum Chul Kwon
Zhicheng Liu
Chris Bryan
47
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 H. S. Torr
Jindong Gu
VLM
26
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
66
7
0
02 Apr 2024
Diffusion Deepfake
Diffusion Deepfake
Chaitali Bhattacharyya
Hanxiao Wang
Feng Zhang
Sung-Ha Kim
Xiatian Zhu
29
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
21
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
97
35
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
37
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
24
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
39
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
29
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
2
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
50
8
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
46
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
39
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
36
4
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
42
24
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
33
32
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
46
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
34
18
0
29 Feb 2024
Preserving Fairness Generalization in Deepfake Detection
Preserving Fairness Generalization in Deepfake Detection
Li Lin
Xinan He
Yan Ju
Xin Wang
Feng Ding
Shu Hu
42
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
21
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
42
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
35
21
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
9
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
21
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
21
22
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
32
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
18
22
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
13
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
27
31
0
31 Jan 2024
Diffusion Facial Forgery Detection
Diffusion Facial Forgery Detection
Harry Cheng
Yangyang Guo
Tianyi Wang
L. Nie
Mohan S. Kankanhalli
61
16
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
32
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
30
6
0
13 Jan 2024
Frequency Masking for Universal Deepfake Detection
Frequency Masking for Universal Deepfake Detection
Chandler Timm C. Doloriel
Ngai-man Cheung
42
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
28
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
28
42
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
40
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
16
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
27
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
40
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
35
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
18
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
36
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
29
16
0
12 Dec 2023
A Representative Study on Human Detection of Artificially Generated
  Media Across Countries
A Representative Study on Human Detection of Artificially Generated Media Across Countries
Joel Frank
Franziska Herbert
Jonas Ricker
Lea Schonherr
Thorsten Eisenhofer
Asja Fischer
Markus Dürmuth
Thorsten Holz
38
13
0
10 Dec 2023
A Comprehensive Survey on Multi-modal Conversational Emotion Recognition
  with Deep Learning
A Comprehensive Survey on Multi-modal Conversational Emotion Recognition with Deep Learning
Yuntao Shou
Tao Meng
Wei Ai
Nan Yin
Keqin Li
34
30
0
10 Dec 2023
DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake
  Detection
DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake Detection
Chunlei Peng
Huiqing Guo
Decheng Liu
Nannan Wang
Ruimin Hu
Xinbo Gao
CVBM
21
1
0
07 Dec 2023
Diffusion Noise Feature: Accurate and Fast Generated Image Detection
Diffusion Noise Feature: Accurate and Fast Generated Image Detection
Yichi Zhang
Xiaogang Xu
DiffM
20
12
0
05 Dec 2023
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