Fighting Deepfake by Exposing the Convolutional Traces on Images

7 August 2020

Papers citing "Fighting Deepfake by Exposing the Convolutional Traces on Images"

26 / 26 papers shown

Title
Fingerprints of Super Resolution Networks Jeremy Vonderfecht Feng Liu 26 1 0 29 Oct 2024
Deepfake Media Forensics: State of the Art and Challenges Ahead Irene Amerini Mauro Barni Sebastiano Battiato Paolo Bestagini Giulia Boato ... Davide Salvi Stefano Tubaro Claudia Melis Tonti Massimo Villari D. Vitulano AAML 46 5 0 01 Aug 2024
DeepFeatureX Net: Deep Features eXtractors based Network for discriminating synthetic from real images Orazio Pontorno Luca Guarnera Sebastiano Battiato 35 4 0 24 Apr 2024
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 48 3 0 19 Apr 2024
On the Exploitation of DCT-Traces in the Generative-AI Domain Orazio Pontorno Luca Guarnera Sebastiano Battiato AAML 35 4 0 03 Feb 2024
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
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
Improving Video Deepfake Detection: A DCT-Based Approach with Patch-Level Analysis Luca Guarnera Salvatore Manganello Sebastiano Battiato 32 1 0 17 Oct 2023
Robustness of AI-Image Detectors: Fundamental Limits and Practical Attacks Mehrdad Saberi Vinu Sankar Sadasivan Keivan Rezaei Aounon Kumar Atoosa Malemir Chegini Wenxiao Wang S. Feizi WIGM AAML 32 40 0 29 Sep 2023
Not with my name! Inferring artists' names of input strings employed by Diffusion Models R. Leotta O. Giudice Luca Guarnera Sebastiano Battiato DiffM 21 7 0 25 Jul 2023
Machine Learning in Digital Forensics: A Systematic Literature Review Tahereh Nayerifard Haleh Amintoosi A. G. Bafghi Ali Dehghantanha AAML 23 6 0 08 Jun 2023
Diff-ID: An Explainable Identity Difference Quantification Framework for DeepFake Detection Chuer Yu Xuhong Zhang Yuxuan Duan Senbo Yan Zonghui Wang Yang Xiang S. Ji Wenzhi Chen AAML 29 5 0 30 Mar 2023
Level Up the Deepfake Detection: a Method to Effectively Discriminate Images Generated by GAN Architectures and Diffusion Models Luca Guarnera O. Giudice Sebastiano Battiato 28 30 0 01 Mar 2023
Deepfake Detection: A Comprehensive Study from the Reliability Perspective Tianyi Wang Xin Liao Kam-pui Chow Xiaodong Lin Yinglong Wang 42 16 0 20 Nov 2022
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
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
On the Exploitation of Deepfake Model Recognition Luca Guarnera O. Giudice Matthias Niessner Sebastiano Battiato 32 19 0 09 Apr 2022
Deepfake Style Transfer Mixture: a First Forensic Ballistics Study on Synthetic Images Luca Guarnera O. Giudice Sebastiano Battiato 30 8 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 38 51 0 12 Feb 2022
Wavelet-Packets for Deepfake Image Analysis and Detection Moritz Wolter F. Blanke R. Heese Jochen Garcke CVBM 22 41 0 17 Jun 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing-Wu Guo Lei Ma Yang Liu AAML 33 130 0 27 Feb 2021
Fighting deepfakes by detecting GAN DCT anomalies O. Giudice Luca Guarnera Sebastiano Battiato 30 86 0 24 Jan 2021
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 31 433 0 25 Sep 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 285 10,354 0 12 Dec 2018
Diverse Image Synthesis from Semantic Layouts via Conditional IMLE Ke Li Tianhao Zhang Jitendra Malik DiffM 173 84 0 29 Nov 2018
A Classification Engine for Image Ballistics of Social Data O. Giudice A. Paratore Marco Moltisanti Sebastiano Battiato 22 58 0 20 Oct 2016