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ForgeryNet – Face Forgery Analysis Challenge 2021: Methods and Results [article]

Yinan He, Lu Sheng, Jing Shao, Ziwei Liu, Zhaofan Zou, Zhizhi Guo, Shan Jiang, Curitis Sun, Guosheng Zhang, Keyao Wang, Haixiao Yue, Zhibin Hong (+10 others)
2021 arXiv   pre-print
This paper reports methods and results in the ForgeryNet - Face Forgery Analysis Challenge 2021, which employs the ForgeryNet benchmark.  ...  Recently, a mega-scale deep face forgery dataset, ForgeryNet which comprised of 2.9 million images and 221,247 videos has been released.  ...  Acknowledgments.We sincerely thank the codebase from CelebA-Spoof Challenge 4 , especially for the helpful discussions from Yuanhan Zhang.  ... 
arXiv:2112.08325v1 fatcat:rtwj6i7kfrffjawxtutqtgzwuq

ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis [article]

Yinan He, Bei Gan, Siyu Chen, Yichun Zhou, Guojun Yin, Luchuan Song, Lu Sheng, Jing Shao, Ziwei Liu
2021 arXiv   pre-print
Thus, benchmarking and advancing digital forgery analysis have become a pressing issue. However, existing face forgery datasets either have limited diversity or only support coarse-grained analysis.  ...  We perform extensive benchmarking and studies of existing face forensics methods and obtain several valuable observations.  ...  Acknowledgments This work is supported by key research and development program of Guangdong Province,  ... 
arXiv:2103.05630v2 fatcat:b6gz6ugdmjhfnfawno2d6ummxa

DeepFake MNIST+: A DeepFake Facial Animation Dataset [article]

Jiajun Huang, Xueyu Wang, Bo Du, Pei Du, Chang Xu
2021 arXiv   pre-print
A baseline detection method and a comprehensive analysis of the method is also included in this paper.  ...  Various DeepFake detection methods and datasets are proposed for detecting such data, especially for face-swapping.  ...  To defense against such attacks, many detection methods have been proposed. Some approaches try to detect the differences between real faces and forgery faces.  ... 
arXiv:2108.07949v1 fatcat:khp2aiqq3fh3tlvplevh4he6fy

DeepFakes Detection: the Dataset and Challenge [chapter]

Liming Jiang, Wayne Wu, Chen Qian, Chen Change Loy
2022 Advances in Computer Vision and Pattern Recognition  
To this end, academia and industry proposed several effective forgery detection methods.  ...  The primary difficulty in overcoming these challenges is the lack of amenable datasets for real-world face forgery detection.  ...  He Y, Gan B, Chen S, Zhou Y, Yin G, Song L, Sheng L, Shao J, Liu Z (2021) ForgeryNet: A versatile benchmark for comprehensive forgery analysis.  ... 
doi:10.1007/978-3-030-87664-7_14 fatcat:5wl5gieybbei3k7d3cqlkg5uta