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Learning Meta Face Recognition in Unseen Domains
Jianzhu Guo, Xiangyu Zhu, Chenxu Zhao, Dong Cao, Zhen Lei, Stan Z. Li
CVPR 2020 (Oral Presentation, acceptance rate 5%)
arxiv /
paper /
code
We propose a novel face recognition method via meta-learning named Meta Face Recognition (MFR) to learn a generalized model performing well on unseen domains. Besides, we propose two benchmarks for generalized face recognition evaluation. The proposed benchmarks will be available at https://github.com/cleardusk/MFR.
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Domain Balancing: Face Recognition on Long-Tailed Domains
Dong Cao, Xiangyu Zhu, Xingyu Huang, Jianzhu Guo, Zhen Lei
CVPR 2020
arxiv /
paper /
This paper proposes a Domain Frequency Instructor (DFI), a light weighted Residual Balancing Mapping (RBM) block and a Domain Balancing Margin (DBM) to improve generalization on tailed domains.
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Improving Face Anti-Spoofing by 3D Virtual Synthesis
Jianzhu Guo, Xiangyu Zhu, Jinchuan Xiao, Zhen Lei, Genxun Wan, Stan Z. Li
International Conference On Biometrics, ICB 2019 (Oral Presentation, acceptance rate 11.2%)
arxiv /
paper /
We present a method to synthesize virtual spoof data in 3D space to improve face anti-spoofing. The synthetic virtual samples can significantly boost the anti-spoofing performance when combined with a proposed data balancing strategy.
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Face Synthesis for Eyeglass-Robust Face Recognition
Jianzhu Guo, Xiangyu Zhu, Zhen Lei, Stan Z. Li
CCF Chinese Conference on Biometric Recognition (CCBR2018), Urumqi, China, Aug. 11-12, 2018
arxiv /
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code
In the application of face recognition, eyeglasses could significantly degrade the recognition accuracy. In this paper, we propose to address this problem in a virtual synthesis manner.
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Dominant and Complementary Emotion Recognition From Still Images of Faces
Jianzhu Guo, Zhen Lei, Jun Wan, et al.
IEEE Access, 6(1), 26391-26403, 2018
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code
External journal version.
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Multi-modality Network with Visual and Geometrical Information for Micro Emotion Recognition
Jianzhu Guo, Shuai Zhou, Jinlin Wu, Jun Wan, Xiangyu Zhu, Zhen Lei, Stan Z. Li
FG2017, Washington, DC. May 30 –June 3, 2017
paper /
code
Winner of face micro-emotion competition held on FG 2017.
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3DMA: A Multi-modality 3D Mask Face Anti-spoofing Database
Jinchuan Xiao, Yinhang Tang, Jianzhu Guo, Yang Yang, Xiangyu Zhu, Zhen Lei, Stan Z. Li
16th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), 2019
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We release a multi-modality 3D mask face anti-spoofing database named 3DMA, which contains 920 videos of 67 genuine subjects wearing 48 kinds of 3D masks, captured in visual (VIS) and near-infrared (NIR) modalities.
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Searching for Alignment in Face Recognition
Xiaqing Xu, Qiang Meng, Jianzhu Guo, Yunxiao Qin, Chenxu Zhao
Under Review (MM-20), 2020
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Towards Fast, Accurate and Stable 3D Dense Face Alignment
Jianzhu Guo, Xiangyu Zhu, Yang Yang, Zhen Lei, Yang Fan, Stan Z. Li
Under Review (ECCV-20), 2020
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Beyond 3DMM Space: Towards Fine-grained 3D Face Reconstruction
Xiangyu Zhu, Fan Yang, Di Huang, Chang Yu, Hao Wang, Jianzhu Guo, Zhen Lei, Stan Z. Li
Under Review (ECCV-20), 2020
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1-st Winner of Joint Challenge on Dominant and Complementary Emotion Recognition Using Micro Emotion Features and Head, in conjunction with FG 2017, First author. [Code]
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HUAWEI Code Craft 2017: Awarded Silver Medal (rank 5th) in Beijing Site. Team with three members, equal contribution.
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Contact (WeChat QR Code)
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