Fighting deepfakes by detecting GAN DCT anomalies

24 January 2021

Papers citing "Fighting deepfakes by detecting GAN DCT anomalies"

31 / 31 papers shown

Title
Deepfake Media Forensics: State of the Art and Challenges Ahead Irene Amerini Mauro Barni S. Battiato Paolo Bestagini Giulia Boato ... Davide Salvi Stefano Tubaro Claudia Melis Tonti Massimo Villari D. Vitulano AAML 29 4 0 01 Aug 2024
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Eric Wang Shu Hu Shu Hu EGVM 81 8 0 02 Jun 2024
Deepfakes and Higher Education: A Research Agenda and Scoping Review of Synthetic Media Jasper Roe Mike Perkins 16 9 0 24 Apr 2024
On the exploitation of DCT statistics for cropping detectors Claudio Vittorio Ragaglia Francesco Guarnera S. Battiato 24 0 0 21 Mar 2024
Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns Injection D. Coccomini R. Caldelli Claudio Gennaro Giuseppe Fiameni Giuseppe Amato Fabrizio Falchi 24 1 0 20 Mar 2024
ManiFPT: Defining and Analyzing Fingerprints of Generative Models Hae Jin Song Mahyar Khayatkhoei Wael AbdAlmageed 8 6 0 16 Feb 2024
On the Exploitation of DCT-Traces in the Generative-AI Domain Orazio Pontorno Luca Guarnera S. Battiato AAML 19 4 0 03 Feb 2024
MITS-GAN: Safeguarding Medical Imaging from Tampering with Generative Adversarial Networks Giovanni Pasqualino Luca Guarnera A. Ortis S. Battiato MedIm 13 3 0 17 Jan 2024
A Novel Dataset for Non-Destructive Inspection of Handwritten Documents Eleonora Breci Luca Guarnera S. Battiato 16 1 0 09 Jan 2024
GenAI Mirage: The Impostor Bias and the Deepfake Detection Challenge in the Era of Artificial Illusions Mirko Casu Luca Guarnera P. Caponnetto S. Battiato 27 12 0 24 Dec 2023
GazeForensics: DeepFake Detection via Gaze-guided Spatial Inconsistency Learning Qinlin He Chunlei Peng Decheng Liu Nannan Wang Xinbo Gao 11 4 0 13 Nov 2023
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors You-Ming Chang Chen Yeh Wei-Chen Chiu Ning Yu VPVLM VLM 61 21 0 26 Oct 2023
Innovative Methods for Non-Destructive Inspection of Handwritten Documents Eleonora Breci Luca Guarnera S. Battiato 23 2 0 17 Oct 2023
Improving Video Deepfake Detection: A DCT-Based Approach with Patch-Level Analysis Luca Guarnera Salvatore Manganello S. Battiato 19 1 0 17 Oct 2023
Cross-domain Robust Deepfake Bias Expansion Network for Face Forgery Detection Weihua Liu Lin Li Chaochao Lin Said Boumaraf CVBM 15 0 0 08 Oct 2023
Not with my name! Inferring artists' names of input strings employed by Diffusion Models R. Leotta O. Giudice Luca Guarnera S. Battiato DiffM 9 7 0 25 Jul 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 108 27 0 23 May 2023
Level Up the Deepfake Detection: a Method to Effectively Discriminate Images Generated by GAN Architectures and Diffusion Models Luca Guarnera O. Giudice S. Battiato 10 30 0 01 Mar 2023
Deepfake Detection Analyzing Hybrid Dataset Utilizing CNN and SVM Jacob Mallet Laura Pryor Rushit Dave Mounika Vanamala 15 15 0 27 Jan 2023
Hierarchical Forgery Classifier On Multi-modality Face Forgery Clues Decheng Liu Zeyang Zheng Chunlei Peng Yukai Wang N. Wang Xinbo Gao CVBM 11 15 0 30 Dec 2022
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 12 5 0 12 Dec 2022
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 34 24 0 26 Apr 2022
On the Exploitation of Deepfake Model Recognition Luca Guarnera O. Giudice Matthias Niessner S. Battiato 6 17 0 09 Apr 2022
Deepfake Style Transfer Mixture: a First Forensic Ballistics Study on Synthetic Images Luca Guarnera O. Giudice S. Battiato 16 7 0 18 Mar 2022
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 17 51 0 12 Feb 2022
Combining EfficientNet and Vision Transformers for Video Deepfake Detection D. Coccomini Nicola Messina Claudio Gennaro Fabrizio Falchi ViT 12 122 0 06 Jul 2021
Wavelet-Packets for Deepfake Image Analysis and Detection Moritz Wolter F. Blanke R. Heese Jochen Garcke CVBM 12 28 0 17 Jun 2021
Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forward Momina Masood M. Nawaz K. Malik A. Javed Aun Irtaza AAML 101 289 0 25 Feb 2021
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 127 1,018 0 27 Sep 2019
Deep Learning for Deepfakes Creation and Detection: A Survey Thanh Thi Nguyen Quoc Viet Hung Nguyen Dung Nguyen D. Nguyen Thien Huynh-The S. Nahavandi Thanh Tam Nguyen Viet Quoc Pham Cu Nguyen 8 430 0 25 Sep 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018