Media Forensics and DeepFakes: an overview

18 January 2020

Papers citing "Media Forensics and DeepFakes: an overview"

50 / 78 papers shown

Title
VIDSTAMP: A Temporally-Aware Watermark for Ownership and Integrity in Video Diffusion Models Mohammadreza Teymoorianfard Shiqing Ma Amir Houmansadr WIGM 70 0 0 02 May 2025
Advance Fake Video Detection via Vision Transformers Joy Battocchio S. Dell’Anna Andrea Montibeller Giulia Boato ViT VGen 41 0 0 29 Apr 2025
Erased but Not Forgotten: How Backdoors Compromise Concept Erasure Jonas Henry Grebe Tobias Braun Marcus Rohrbach Anna Rohrbach AAML 85 0 0 29 Apr 2025
TrueFake: A Real World Case Dataset of Last Generation Fake Images also Shared on Social Networks S. Dell’Anna Andrea Montibeller Giulia Boato 62 0 0 29 Apr 2025
Computational Safety for Generative AI: A Signal Processing Perspective Pin-Yu Chen 76 1 0 18 Feb 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 110 1 0 26 Nov 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
Fusion Transformer with Object Mask Guidance for Image Forgery Analysis Dimitrios Karageorgiou Giorgos Kordopatis-Zilos Symeon Papadopoulos ViT 28 5 0 18 Mar 2024
Local Statistics for Generative Image Detection Yung Jer Wong Teck Khim Ng DiffM 34 2 0 25 Oct 2023
Online Detection of AI-Generated Images David C. Epstein Ishan Jain Oliver Wang Richard Y. Zhang 35 53 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 32 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 31 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 37 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 16 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 18 0 0 15 Jun 2023
Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models Alvin Heng Harold Soh VLM KELM DiffM 40 107 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 37 29 0 02 Apr 2023
Qualitative Failures of Image Generation Models and Their Application in Detecting Deepfakes Ali Borji 28 29 0 29 Mar 2023
TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization Fabrizio Guillaro D. Cozzolino Avneesh Sud Nick Dufour L. Verdoliva 29 99 0 21 Dec 2022
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 27 40 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 37 5 0 12 Dec 2022
Training Data Improvement for Image Forgery Detection using Comprint Hannes Mareen Dante Vanden Bussche Glenn Van Wallendael L. Verdoliva Peter Lambert 11 1 0 25 Nov 2022
Attacking Image Splicing Detection and Localization Algorithms Using Synthetic Traces Shengbang Fang Matthew C. Stamm AAML 16 6 0 22 Nov 2022
ReLoc: A Restoration-Assisted Framework for Robust Image Tampering Localization Peiyu Zhuang Haodong Li Rui Yang Jiwu Huang 22 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 18 22 0 31 Oct 2022
Evaluation of Pre-Trained CNN Models for Geographic Fake Image Detection Sid Ahmed Fezza Mohammed Yasser Ouis Bachir Kaddar W. Hamidouche Abdenour Hadid 21 3 0 01 Oct 2022
Interpretable Fake News Detection with Topic and Deep Variational Models Marjan Hosseini Alireza Javadian Sabet Suining He Derek Aguiar 21 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 28 11 0 21 Aug 2022
GBDF: Gender Balanced DeepFake Dataset Towards Fair DeepFake Detection Aakash Varma Nadimpalli A. Rattani 43 31 0 21 Jul 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 24 18 0 19 Jul 2022
Misleading Deep-Fake Detection with GAN Fingerprints Vera Wesselkamp Konrad Rieck Dan Arp Erwin Quiring AAML 28 8 0 25 May 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 52 25 0 26 Apr 2022
Detecting Recolored Image by Spatial Correlation Yushu Zhang Nuo Chen Shuren Qi Mingfu Xue Xiaochun Cao 13 1 0 23 Apr 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 36 60 0 06 Apr 2022
Spatially Multi-conditional Image Generation Ritika Chakraborty Nikola Popovic D. Paudel Thomas Probst Luc Van Gool 24 1 0 25 Mar 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
Transferable Class-Modelling for Decentralized Source Attribution of GAN-Generated Images Brandon Khoo C. H. Lim Raphaël C.-W. Phan 26 0 0 18 Mar 2022
A Principled Design of Image Representation: Towards Forensic Tasks Shuren Qi Yushu Zhang Chao Wang Jiantao Zhou Xiaochun Cao 18 17 0 02 Mar 2022
Compliance Challenges in Forensic Image Analysis Under the Artificial Intelligence Act Benedikt Lorch Nicole Scheler Christian Riess 19 5 0 01 Mar 2022
GAN-generated Faces Detection: A Survey and New Perspectives Xin Wang Hui Guo Shu Hu Ming-Ching Chang Siwei Lyu CVBM 24 63 0 15 Feb 2022
Towards Universal GAN Image Detection D. Cozzolino Diego Gragnaniello Giovanni Poggi L. Verdoliva 16 30 0 23 Dec 2021
MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection Chengbo Dong Xinru Chen Ruohan Hu Juan Cao Xirong Li AAML 22 154 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 30 30 0 08 Nov 2021
Detection of GAN-synthesized street videos Omran Alamayreh Mauro Barni CVBM 26 7 0 10 Sep 2021
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu GAN CVBM 23 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 15 107 0 30 Aug 2021
Video Transformer for Deepfake Detection with Incremental Learning Sohail Ahmed Khan Hang Dai ViT 24 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 22 4 0 19 Jul 2021
Detect and Locate: Exposing Face Manipulation by Semantic- and Noise-level Telltales Chen Kong Baoliang Chen Haoliang Li Shiqi Wang Anderson de Rezende Rocha Sam Kwong CVBM 50 61 0 13 Jul 2021
Self-Adversarial Training incorporating Forgery Attention for Image Forgery Localization Longhao Zhuo Shunquan Tan Bin Li Jiwu Huang AAML 8 71 0 06 Jul 2021