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Towards Universal GAN Image Detection

Towards Universal GAN Image Detection

23 December 2021
D. Cozzolino
Diego Gragnaniello
Giovanni Poggi
L. Verdoliva
ArXivPDFHTML

Papers citing "Towards Universal GAN Image Detection"

22 / 22 papers shown
Title
Advance Fake Video Detection via Vision Transformers
Advance Fake Video Detection via Vision Transformers
Joy Battocchio
S. Dell’Anna
Andrea Montibeller
Giulia Boato
ViT
VGen
41
0
0
29 Apr 2025
Synthetic Art Generation and DeepFake Detection A Study on Jamini Roy Inspired Dataset
Synthetic Art Generation and DeepFake Detection A Study on Jamini Roy Inspired Dataset
Kushal Agrawal
Romi Banerjee
41
0
0
29 Mar 2025
UGAD: Universal Generative AI Detector utilizing Frequency Fingerprints
UGAD: Universal Generative AI Detector utilizing Frequency Fingerprints
Inzamamul Alam
Muhammad Shahid Muneer
Simon Woo
31
2
0
12 Sep 2024
Landscape More Secure Than Portrait? Zooming Into the Directionality of
  Digital Images With Security Implications
Landscape More Secure Than Portrait? Zooming Into the Directionality of Digital Images With Security Implications
Benedikt Lorch
Rainer Böhme
40
1
0
21 Jun 2024
AI-Generated Faces in the Real World: A Large-Scale Case Study of
  Twitter Profile Images
AI-Generated Faces in the Real World: A Large-Scale Case Study of Twitter Profile Images
Jonas Ricker
Dennis Assenmacher
Thorsten Holz
Asja Fischer
Erwin Quiring
31
7
0
22 Apr 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
34
18
0
26 Mar 2024
GenFace: A Large-Scale Fine-Grained Face Forgery Benchmark and Cross
  Appearance-Edge Learning
GenFace: A Large-Scale Fine-Grained Face Forgery Benchmark and Cross Appearance-Edge Learning
Yaning Zhang
Zitong Yu
Xiaobin Huang
Linlin Shen
Jianfeng Ren
27
5
0
03 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
Weakly-supervised deepfake localization in diffusion-generated images
Weakly-supervised deepfake localization in diffusion-generated images
Dragos Tantaru
Elisabeta Oneata
Dan Oneaţă
DiffM
34
21
0
08 Nov 2023
On the Trustworthiness Landscape of State-of-the-art Generative Models:
  A Survey and Outlook
On the Trustworthiness Landscape of State-of-the-art Generative Models: A Survey and Outlook
Mingyuan Fan
Chengyu Wang
Cen Chen
Yang Liu
Jun Huang
HILM
31
3
0
31 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
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
Sequential training of GANs against GAN-classifiers reveals correlated
  "knowledge gaps" present among independently trained GAN instances
Sequential training of GANs against GAN-classifiers reveals correlated "knowledge gaps" present among independently trained GAN instances
Arkanath Pathak
Nick Dufour
20
1
0
27 Mar 2023
Deep Image Fingerprint: Towards Low Budget Synthetic Image Detection and
  Model Lineage Analysis
Deep Image Fingerprint: Towards Low Budget Synthetic Image Detection and Model Lineage Analysis
Sergey Sinitsa
Ohad Fried
13
17
0
19 Mar 2023
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
Towards the Detection of Diffusion Model Deepfakes
Towards the Detection of Diffusion Model Deepfakes
Jonas Ricker
Simon Damm
Thorsten Holz
Asja Fischer
DiffM
27
100
0
26 Oct 2022
DepthFake: a depth-based strategy for detecting Deepfake videos
DepthFake: a depth-based strategy for detecting Deepfake videos
Luca Maiano
Lorenzo Papa
Ketbjano Vocaj
Irene Amerini
20
9
0
23 Aug 2022
CORE: Consistent Representation Learning for Face Forgery Detection
CORE: Consistent Representation Learning for Face Forgery Detection
Yu-Shu Ni
Depu Meng
Changqian Yu
Chengbin Quan
Dongchun Ren
Youjian Zhao
CVBM
CLL
34
62
0
06 Jun 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
47
25
0
26 Apr 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
25
59
0
26 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
13
46
0
04 Mar 2022
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras
S. Laine
Timo Aila
279
10,354
0
12 Dec 2018
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