Media Forensics and DeepFakes: an overview

18 January 2020

Papers citing "Media Forensics and DeepFakes: an overview"

50 / 55 papers shown

Title
VIDSTAMP: A Temporally-Aware Watermark for Ownership and Integrity in Video Diffusion Models Mohammadreza Teymoorianfard Shiqing Ma Amir Houmansadr WIGM 58 0 0 02 May 2025
TrueFake: A Real World Case Dataset of Last Generation Fake Images also Shared on Social Networks S. Dell’Anna Andrea Montibeller Giulia Boato 54 0 0 29 Apr 2025
Advance Fake Video Detection via Vision Transformers Joy Battocchio S. Dell’Anna Andrea Montibeller Giulia Boato ViT VGen 34 0 0 29 Apr 2025
Erased but Not Forgotten: How Backdoors Compromise Concept Erasure Jonas Henry Grebe Tobias Braun Marcus Rohrbach Anna Rohrbach AAML 77 0 0 29 Apr 2025
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 102 0 0 26 Nov 2024
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 34 4 0 01 Aug 2024
Fusion Transformer with Object Mask Guidance for Image Forgery Analysis Dimitrios Karageorgiou Giorgos Kordopatis-Zilos Symeon Papadopoulos ViT 20 5 0 18 Mar 2024
Local Statistics for Generative Image Detection Yung Jer Wong Teck Khim Ng DiffM 17 2 0 25 Oct 2023
Online Detection of AI-Generated Images David C. Epstein Ishan Jain Oliver Wang Richard Y. Zhang 22 52 0 23 Oct 2023
Evading Detection Actively: Toward Anti-Forensics against Forgery Localization Long Zhuo Shenghai Luo Shunquan Tan Han Chen Bin Li Jiwu Huang AAML 24 0 0 16 Oct 2023
Perceptual MAE for Image Manipulation Localization: A High-level Vision Learner Focusing on Low-level Features Xiaochen Ma Jizhe Zhou Xiong Xu Zhuohang Jiang Chi-Man Pun 24 0 0 10 Oct 2023
Turn Fake into Real: Adversarial Head Turn Attacks Against Deepfake Detection Weijie Wang Zhengyu Zhao N. Sebe Bruno Lepri AAML 21 2 0 03 Sep 2023
IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer Xiaochen Ma Bo Du Zhuohang Jiang Ahmed Y. Al Hammadi Jizhe Zhou 11 7 0 27 Jul 2023
Searching for the Fakes: Efficient Neural Architecture Search for General Face Forgery Detection Xiao Jin Xinwen Mu Jing Xu CVBM 8 0 0 15 Jun 2023
Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models Alvin Heng Harold Soh VLM KELM DiffM 29 105 0 17 May 2023
Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images Roberto Amoroso Davide Morelli Marcella Cornia Lorenzo Baraldi A. Bimbo Rita Cucchiara DiffM 29 29 0 02 Apr 2023
Qualitative Failures of Image Generation Models and Their Application in Detecting Deepfakes Ali Borji 21 28 0 29 Mar 2023
Face Generation and Editing with StyleGAN: A Survey Andrew Melnik Maksim Miasayedzenkau Dzianis Makaravets Dzianis Pirshtuk Eren Akbulut Dennis Holzmann Tarek Renusch Gustav Reichert Helge J. Ritter CVBM 19 39 0 18 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 25 5 0 12 Dec 2022
Training Data Improvement for Image Forgery Detection using Comprint Hannes Mareen Dante Vanden Bussche G. V. Wallendael L. Verdoliva Peter Lambert 9 1 0 25 Nov 2022
ReLoc: A Restoration-Assisted Framework for Robust Image Tampering Localization Peiyu Zhuang Haodong Li Rui Yang Jiwu Huang 17 6 0 08 Nov 2022
Combining Automatic Speaker Verification and Prosody Analysis for Synthetic Speech Detection L. Attorresi Davide Salvi Clara Borrelli Paolo Bestagini Stefano Tubaro 10 21 0 31 Oct 2022
Interpretable Fake News Detection with Topic and Deep Variational Models Marjan Hosseini Alireza Javadian Sabet Suining He Derek Aguiar 16 20 0 04 Sep 2022
Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Review Enes ALTUNCU V. N. Franqueira Shujun Li 14 11 0 21 Aug 2022
Shrinking the Semantic Gap: Spatial Pooling of Local Moment Invariants for Copy-Move Forgery Detection Chao Wang Zhiqiu Huang Shuren Qi Yaoshen Yu Guo-hua Shen Yushu Zhang 8 18 0 19 Jul 2022
Misleading Deep-Fake Detection with GAN Fingerprints Vera Wesselkamp Konrad Rieck Dan Arp Erwin Quiring AAML 23 8 0 25 May 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 19 59 0 06 Apr 2022
Transferable Class-Modelling for Decentralized Source Attribution of GAN-Generated Images Brandon Khoo C. H. Lim Raphaël C.-W. Phan 24 0 0 18 Mar 2022
A Principled Design of Image Representation: Towards Forensic Tasks Shuren Qi Yushu Zhang Chao Wang Jiantao Zhou Xiaochun Cao 13 17 0 02 Mar 2022
Compliance Challenges in Forensic Image Analysis Under the Artificial Intelligence Act Benedikt Lorch Nicole Scheler Christian Riess 11 5 0 01 Mar 2022
MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection Chengbo Dong Xinru Chen Ruohan Hu Juan Cao Xirong Li AAML 22 151 0 16 Dec 2021
A Study of the Human Perception of Synthetic Faces Bingyu Shen Brandon RichardWebster A. O’toole Kevin W. Bowyer Walter J. Scheirer CVBM 22 29 0 08 Nov 2021
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu GAN CVBM 10 71 0 01 Sep 2021
Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization Myung-Joon Kwon Seung-Hun Nam In-Jae Yu Heung-Kyu Lee Changick Kim 13 106 0 30 Aug 2021
Video Transformer for Deepfake Detection with Incremental Learning Sohail Ahmed Khan Hang Dai ViT 10 62 0 11 Aug 2021
DHNet: Double MPEG-4 Compression Detection via Multiple DCT Histograms Seung-Hun Nam Wonhyuk Ahn Myung-Joon Kwon Jihyeon Kang In-Jae Yu 17 4 0 19 Jul 2021
Self-Adversarial Training incorporating Forgery Attention for Image Forgery Localization Longhao Zhuo Shunquan Tan Bin Li Jiwu Huang AAML 4 69 0 06 Jul 2021
Detection of Deepfake Videos Using Long Distance Attention Wei Lu Lingyi Liu Junwei Luo Xianfeng Zhao Yicong Zhou Jiwu Huang CVBM 11 20 0 24 Jun 2021
Impact of Facial Tattoos and Paintings on Face Recognition Systems M. Ibsen Christian Rathgeb Thomas Fink P. Drozdowski Christoph Busch CVBM 18 5 0 17 Mar 2021
The Deepfake Detection Dilemma: A Multistakeholder Exploration of Adversarial Dynamics in Synthetic Media Claire Leibowicz Sean McGregor Aviv Ovadya 17 22 0 11 Feb 2021
Fake-image detection with Robust Hashing Miki Tanaka Hitoshi Kiya 14 8 0 02 Feb 2021
Fighting deepfakes by detecting GAN DCT anomalies O. Giudice Luca Guarnera S. Battiato 21 85 0 24 Jan 2021
A Survey of Machine Learning Techniques in Adversarial Image Forensics Ehsan Nowroozi Ali Dehghantanha R. Parizi K. Choo AAML 10 71 0 19 Oct 2020
On Attribution of Deepfakes Baiwu Zhang Jin Peng Zhou Ilia Shumailov Nicolas Papernot WIGM 17 11 0 20 Aug 2020
Two-branch Recurrent Network for Isolating Deepfakes in Videos I. Masi Aditya Killekar R. Mascarenhas Shenoy Pratik Gurudatt Wael AbdAlmageed CVBM 6 358 0 08 Aug 2020
Fighting Deepfake by Exposing the Convolutional Traces on Images Luca Guarnera O. Giudice S. Battiato AAML 8 87 0 07 Aug 2020
DeepFake Detection by Analyzing Convolutional Traces Luca Guarnera O. Giudice S. Battiato CVBM 6 214 0 22 Apr 2020
Video Face Manipulation Detection Through Ensemble of CNNs Nicolò Bonettini E. D. Cannas S. Mandelli Luca Bondi Paolo Bestagini Stefano Tubaro PICV CVBM AAML 10 214 0 16 Apr 2020
DeepFakes Evolution: Analysis of Facial Regions and Fake Detection Performance Ruben Tolosana Sergio Romero-Tapiador Julian Fierrez R. Vera-Rodríguez CVBM 6 90 0 16 Apr 2020
Detecting Deepfakes with Metric Learning Akash Kumar Arnav V. Bhavsar 42 71 0 19 Mar 2020