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ORCIDHandbook of Digital Face Manipulation and Detection, 2022
- Christian Rathgeb, Ruben Tolosana, Rubén Vera-Rodríguez, Christoph Busch:
Handbook of Digital Face Manipulation and Detection - From DeepFakes to Morphing Attacks. Advances in Computer Vision and Pattern Recognition, Springer 2022, ISBN 978-3-030-87663-0
Introduction
- Ruben Tolosana, Rubén Vera-Rodríguez, Julian Fiérrez, Aythami Morales, Javier Ortega-Garcia:
An Introduction to Digital Face Manipulation. 3-26 - Mathias Ibsen, Christian Rathgeb, Daniel Fischer
, Pawel Drozdowski, Christoph Busch:
Digital Face Manipulation in Biometric Systems. 27-43 - Davide Cozzolino, Luisa Verdoliva:
Multimedia Forensics Before the Deep Learning Era. 45-67
Digital Face Manipulation and Security Implications
- Yuezun Li, Pu Sun, Honggang Qi, Siwei Lyu:
Toward the Creation and Obstruction of DeepFakes. 71-96 - Pavel Korshunov, Sébastien Marcel:
The Threat of Deepfakes to Computer and Human Visions. 97-115 - Matteo Ferrara, Annalisa Franco:
Morph Creation and Vulnerability of Face Recognition Systems to Morphing. 117-137 - Ying Xu, Kiran B. Raja, Raghavendra Ramachandra, Christoph Busch:
Adversarial Attacks on Face Recognition Systems. 139-161 - Yuxin Wang, Linsen Song, Wayne Wu, Chen Qian, Ran He, Chen Change Loy:
Talking Faces: Audio-to-Video Face Generation. 163-188
Digital Face Manipulation Detection
- Diego Gragnaniello, Francesco Marra, Luisa Verdoliva:
Detection of AI-Generated Synthetic Faces. 191-212 - Ritaban Roy, Indu Joshi, Abhijit Das, Antitza Dantcheva:
3D CNN Architectures and Attention Mechanisms for Deepfake Detection. 213-234 - Hanxiang Hao, Emily R. Bartusiak, David Güera, Daniel Mas Montserrat, Sriram Baireddy, Ziyue Xiang, Sri Kalyan Yarlagadda, Ruiting Shao, János Horváth, Justin Yang, Fengqing Zhu, Edward J. Delp:
Deepfake Detection Using Multiple Data Modalities. 235-254 - Javier Hernandez-Ortega, Ruben Tolosana, Julian Fiérrez, Aythami Morales:
DeepFakes Detection Based on Heart Rate Estimation: Single- and Multi-frame. 255-273 - Huy H. Nguyen, Junichi Yamagishi, Isao Echizen:
Capsule-Forensics Networks for Deepfake Detection. 275-301 - Liming Jiang, Wayne Wu, Chen Qian, Chen Change Loy:
DeepFakes Detection: the DeeperForensicsDeeperForensics Dataset and Challenge. 303-329 - Ulrich Scherhag, Christian Rathgeb, Christoph Busch:
Face Morphing Attack Detection Methods. 331-349 - Luuk J. Spreeuwers, Maikel Schils, Raymond N. J. Veldhuis, Una M. Kelly:
Practical Evaluation of Face Morphing Attack Detection Methods. 351-365 - Puspita Majumdar, Akshay Agarwal, Mayank Vatsa, Richa Singh:
Facial Retouching and Alteration Detection. 367-387
Further Topics, Trends, and Challenges
- Peter Rot, Peter Peer, Vitomir Struc:
Detecting Soft-Biometric Privacy Enhancement. 391-411 - Marc Michel Pic, Gaël Mahfoudi, Anis Trabelsi, Jean-Luc Dugelay:
Face Manipulation Detection in Remote Operational Systems. 413-436 - Katrin Laas-Mikko, Tarmo Kalvet, Robert Derevski, Marek Tiits:
Promises, Social, and Ethical Challenges with Biometrics in Remote Identity Onboarding. 437-462 - Ruben Tolosana, Christian Rathgeb, Rubén Vera-Rodríguez, Christoph Busch, Luisa Verdoliva, Siwei Lyu, Huy H. Nguyen, Junichi Yamagishi, Isao Echizen, Peter Rot, Klemen Grm, Vitomir Struc, Antitza Dantcheva, Zahid Akhtar, Sergio Romero-Tapiador, Julian Fiérrez, Aythami Morales, Javier Ortega-Garcia, Els Kindt, Catherine Jasserand, Tarmo Kalvet, Marek Tiits:
Future Trends in Digital Face Manipulation and Detection. 463-482
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