DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection

1 January 2020

Ruben Tolosana

R. Vera-Rodríguez

Julian Fierrez

Aythami Morales

Papers citing "DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection"

39 / 89 papers shown

Title
ComicGAN: Text-to-Comic Generative Adversarial Network Ben Proven-Bessel Zilong Zhao L. Chen GAN 22 8 0 19 Sep 2021
MD-CSDNetwork: Multi-Domain Cross Stitched Network for Deepfake Detection Aayushi Agarwal Akshay Agarwal S. Sinha Mayank Vatsa Richa Singh 40 17 0 15 Sep 2021
Challenges and Solutions in DeepFakes Jatin Sharma Sahil Sharma 34 1 0 12 Sep 2021
Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors Hasam Khalid Minhan Kim Shahroz Tariq Simon S. Woo 23 82 0 07 Sep 2021
Adversarial Relighting Against Face Recognition Qian Zhang Qing-Wu Guo Ruijun Gao Felix Juefei Xu Hongkai Yu Wei Feng AAML 14 19 0 18 Aug 2021
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset Hasam Khalid Shahroz Tariq Minha Kim Simon S. Woo 36 184 0 11 Aug 2021
Advances in adversarial attacks and defenses in computer vision: A survey Naveed Akhtar Ajmal Saeed Mian Navid Kardan M. Shah AAML 26 235 0 01 Aug 2021
Combining EfficientNet and Vision Transformers for Video Deepfake Detection D. Coccomini Nicola Messina Claudio Gennaro Fabrizio Falchi ViT 32 169 0 06 Jul 2021
A Neural Tangent Kernel Perspective of GANs Jean-Yves Franceschi Emmanuel de Bézenac Ibrahim Ayed Mickaël Chen Sylvain Lamprier Patrick Gallinari 31 26 0 10 Jun 2021
Deepfake Detection by Human Crowds, Machines, and Machine-informed Crowds Matthew Groh Ziv Epstein C. Firestone Rosalind W. Picard 49 143 0 13 May 2021
Learned Spatial Representations for Few-shot Talking-Head Synthesis Moustafa Meshry Saksham Suri Larry S. Davis Abhinav Shrivastava 23 42 0 29 Apr 2021
Robust Face-Swap Detection Based on 3D Facial Shape Information Weinan Guan Wei Wang Jing Dong Bo Peng Tieniu Tan CVBM 28 6 0 28 Apr 2021
Face Forensics in the Wild Tianfei Zhou Wenguan Wang Zhiyuan Liang Jianbing Shen CVBM 42 118 0 30 Mar 2021
MagDR: Mask-guided Detection and Reconstruction for Defending Deepfakes Zhikai Chen Lingxi Xie Shanmin Pang Yong He Bo Zhang AAML 36 32 0 26 Mar 2021
KoDF: A Large-scale Korean DeepFake Detection Dataset Patrick Kwon J. You Gyuhyeon Nam Sungwoo Park Gyeongsu Chae 29 99 0 18 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 21 8 0 05 Mar 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
Exploring Adversarial Fake Images on Face Manifold Dongze Li Wei Wang Hongxing Fan Jing Dong AAML 40 42 0 09 Jan 2021
Learning Self-Consistency for Deepfake Detection Tianchen Zhao Xiang Xu Mingze Xu Hui Ding Yuanjun Xiong Wei Xia SSL 45 261 0 16 Dec 2020
This Face Does Not Exist ... But It Might Be Yours! Identity Leakage in Generative Models Patrick J. Tinsley A. Czajka Patrick Flynn CVBM GAN 33 39 0 10 Dec 2020
Materials In Paintings (MIP): An interdisciplinary dataset for perception, art history, and computer vision Mitchell J. P. van Zuijlen Hubert Lin Kavita Bala S. Pont M. Wijntjes 22 13 0 05 Dec 2020
Facial Expressions as a Vulnerability in Face Recognition Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez Àgata Lapedriza CVBM 8 18 0 17 Nov 2020
Unknown Presentation Attack Detection against Rational Attackers Ali Khodabakhsh Zahid Akhtar AAML 29 4 0 04 Oct 2020
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering Yihao Huang Felix Juefei Xu Qing-Wu Guo Yang Liu G. Pu 33 20 0 19 Sep 2020
A Lip Sync Expert Is All You Need for Speech to Lip Generation In The Wild Prajwal K R Rudrabha Mukhopadhyay Vinay P. Namboodiri C. V. Jawahar EGVM 20 757 0 23 Aug 2020
On Attribution of Deepfakes Baiwu Zhang Jin Peng Zhou Ilia Shumailov Nicolas Papernot WIGM 29 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
Detection, Attribution and Localization of GAN Generated Images Michael Goebel L. Nataraj Tejaswi Nanjundaswamy Tajuddin Manhar Mohammed S. Chandrasekaran B. S. Manjunath GAN 23 36 0 20 Jul 2020
mEBAL: A Multimodal Database for Eye Blink Detection and Attention Level Estimation Roberto Daza Aythami Morales Julian Fierrez Ruben Tolosana CVBM 14 43 0 09 Jun 2020
DeepSonar: Towards Effective and Robust Detection of AI-Synthesized Fake Voices Run Wang Felix Juefei Xu Yihao Huang Qing-Wu Guo Xiaofei Xie L. Ma Yang Liu AAML 22 104 0 28 May 2020
DeepFakes Evolution: Analysis of Facial Regions and Fake Detection Performance Ruben Tolosana Sergio Romero-Tapiador Julian Fierrez R. Vera-Rodríguez CVBM 18 90 0 16 Apr 2020
Detecting Deepfakes with Metric Learning Akash Kumar Arnav V. Bhavsar 52 71 0 19 Mar 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 1,046 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 285 10,354 0 12 Dec 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