Media Forensics and DeepFakes: an overview

18 January 2020

Papers citing "Media Forensics and DeepFakes: an overview"

31 / 81 papers shown

Title
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 53 61 0 13 Jul 2021
Self-Adversarial Training incorporating Forgery Attention for Image Forgery Localization Longhao Zhuo Shunquan Tan Bin Li Jiwu Huang AAML 11 71 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 32 22 0 24 Jun 2021
Deepfake Detection by Human Crowds, Machines, and Machine-informed Crowds Matthew Groh Ziv Epstein C. Firestone Rosalind W. Picard 49 144 0 13 May 2021
Image Manipulation Detection by Multi-View Multi-Scale Supervision Xinru Chen Chengbo Dong Jiaqi Ji Juan Cao Xirong Li 14 167 0 14 Apr 2021
Are GAN generated images easy to detect? A critical analysis of the state-of-the-art Diego Gragnaniello D. Cozzolino Francesco Marra Giovanni Poggi L. Verdoliva 22 166 0 06 Apr 2021
Face Forensics in the Wild Tianfei Zhou Wenguan Wang Zhiyuan Liang Jianbing Shen CVBM 42 118 0 30 Mar 2021
Impact of Facial Tattoos and Paintings on Face Recognition Systems M. Ibsen Christian Rathgeb Thomas Fink P. Drozdowski Christoph Busch CVBM 28 5 0 17 Mar 2021
Effects of Image Compression on Face Image Manipulation Detection: A Case Study on Facial Retouching Christian Rathgeb Kevin Bernardo Nathania E. Haryanto Christoph Busch CVBM 23 8 0 05 Mar 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing Guo Lei Ma Yang Liu AAML 33 132 0 27 Feb 2021
The Deepfake Detection Dilemma: A Multistakeholder Exploration of Adversarial Dynamics in Synthetic Media Claire Leibowicz Sean McGregor Aviv Ovadya 21 22 0 11 Feb 2021
Fake-image detection with Robust Hashing Miki Tanaka Hitoshi Kiya 21 8 0 02 Feb 2021
Fighting deepfakes by detecting GAN DCT anomalies O. Giudice Luca Guarnera Sebastiano Battiato 36 86 0 24 Jan 2021
COSMOS: Catching Out-of-Context Misinformation with Self-Supervised Learning Shivangi Aneja C. Bregler Matthias Nießner SSL 58 48 0 15 Jan 2021
Training Strategies and Data Augmentations in CNN-based DeepFake Video Detection Luca Bondi E. D. Cannas Paolo Bestagini Stefano Tubaro 23 51 0 16 Nov 2020
A Survey of Machine Learning Techniques in Adversarial Image Forensics Ehsan Nowroozi Ali Dehghantanha R. Parizi K. Choo AAML 25 71 0 19 Oct 2020
On Attribution of Deepfakes Baiwu Zhang Jin Peng Zhou Ilia Shumailov Nicolas Papernot WIGM 32 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 13 360 0 08 Aug 2020
Fighting Deepfake by Exposing the Convolutional Traces on Images Luca Guarnera O. Giudice Sebastiano Battiato AAML 29 87 0 07 Aug 2020
Generating Master Faces for Use in Performing Wolf Attacks on Face Recognition Systems H. Nguyen Junichi Yamagishi Isao Echizen S´ebastien Marcel AAML CVBM 19 25 0 15 Jun 2020
DeepFake Detection by Analyzing Convolutional Traces Luca Guarnera O. Giudice Sebastiano Battiato CVBM 23 218 0 22 Apr 2020
Video Face Manipulation Detection Through Ensemble of CNNs Nicolo Bonettini E. D. Cannas S. Mandelli Luca Bondi Paolo Bestagini Stefano Tubaro PICV CVBM AAML 10 216 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 21 90 0 16 Apr 2020
Detecting Deepfakes with Metric Learning Akash Kumar Arnav V. Bhavsar 52 71 0 19 Mar 2020
DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection Ruben Tolosana R. Vera-Rodríguez Julian Fierrez Aythami Morales J. Ortega-Garcia 3DPC CVBM 51 775 0 01 Jan 2020
GANprintR: Improved Fakes and Evaluation of the State of the Art in Face Manipulation Detection João C. Neves Ruben Tolosana R. Vera-Rodríguez Vasco Lopes Hugo Proencca Julian Fierrez AAML PICV 21 128 0 13 Nov 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 149 1,047 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 31 433 0 25 Sep 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 306 10,368 0 12 Dec 2018
Shield: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression Nilaksh Das Madhuri Shanbhogue Shang-Tse Chen Fred Hohman Siwei Li Li-Wei Chen Michael E. Kounavis Duen Horng Chau FedML AAML 43 224 0 19 Feb 2018
Recasting Residual-based Local Descriptors as Convolutional Neural Networks: an Application to Image Forgery Detection D. Cozzolino Giovanni Poggi L. Verdoliva 101 324 0 14 Mar 2017