Peikai Huang (Pei-Kai Huang, 黄培凯)

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PhD Candidate
Multimedia Processing Laboratory (MP Lab),
Department of Computer Science,
National Tsing Hua University,
101, Section 2, Kuang-Fu Road, Hsinchu, Taiwan
Postcode: 30013
Email: alwayswithme@gapp.nthu.edu.tw

[Google Scholar] [GitHub] [dblp]

About me

I am currently a Phd Candidate at National Tsing Hua University. I've received the bachelor degree from Fujian Normal University in 2017, and the master degree from National Central University in 2019. I live in Xiamen, China.

My research area focuses on face anti-spoofing and rPPG Estimation.

As the first author, I have been published in prestigious conferences in the field of computer vision, including CVPR, AAAI, BMVC, ICME, ICIP, and ACPR, as well as in renowned journals, including Information Science and ATSIP.

I have reviewed papers from different CV/AI conferences, e.g., CVPR, ECCV, AAAI, ACM MM, ICME, BMVC, and ICIP, and biomedical related journals, e.g., TIFS, TIM, TBME, BSPC.

Preprint


Enhancing Learnable Descriptive Convolutional Vision Transformer for Face Anti-Spoofing
Pei-Kai Huang, Jun-Xiong Chong, Ming-Tsung Hsu, Fang-Yu Hsu, Chiou-Ting Hsu
Pattern Recognition, (Major revision) , [中科院一区Top, CCF B,TH-CPL Rank B, SCIE:Q1, IF:7.5, h-index:180]
Paper | Code | Video

DD-rPPGNet: De-interfering and Descriptive Feature Learning for Unsupervised rPPG Estimation
Pei-Kai Huang, Tzu-Hsien Chen, Ya-Ting Chan, Kuan-Wen Chen, Chiou-Ting Hsu
Transactions on Information Forensics & Security (TIFS), (Major revision) , [中科院一区Top, CCF A,TH-CPL Rank A, SCIE:Q1, IF:6.3, h-index:95]
Paper | Code| Video

Publications (Journal)


Channel difference transformer for face anti-spoofing
Pei-Kai Huang, Jun-Xiong Chong, Ming-Tsung Hsu, Fang-Yu Hsu, Chiou-Ting Hsu
Information Sciences, 2025 [中科院一区Top, CCF B,TH-CPL Rank B , SCIE:Q1, IF:8.1, h-index:227]
Paper | Code

A Survey on Deep Learning-based Face Anti-Spoofing
Pei-Kai Huang, Jun-Xiong Chong, Ming-Tsung Hsu, Fang-Yu Hsu, Cheng-Hsuan Chiang, Tzu-Hsien Chen, Chiou-Ting Hsu
APSIPA Transactions on Signal and Information Processing, 2024 [ESCI:Q1, IF:3.2, h-index:25]
Paper

Publications (Conference)


SLIP: Spoof-aware one-class face anti-spoofing with Language Image Pretraining
Pei-Kai Huang, Jun-Xiong Chong, Cheng-Hsuan Chiang, Tzu-Hsien Chen, Tyng-Luh Liu, Chiou-Ting Hsu.
The 39th Annual AAAI Conference on Artificial Intelligence (AAAI), 2025, USA. , [CORE Rank A*, CCF A, TH-CPL Rank A ]
Paper | Code | Poster

One-Class Face Anti-spoofing via Spoof Cue Map-Guided Feature Learning
Pei-Kai Huang, Cheng-Hsuan Chiang, Tzu-Hsien Chen, Jun-Xiong Chong, Tyng-Luh Liu, Chiou-Ting Hsu
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024, Seattle WA, USA., [h5-index:422, CORE Rank A*, CCF A, TH-CPL Rank A ]
Paper | Code | Video | Poster

Test-Time Adaptation for Robust Face Anti-Spoofing
Pei-Kai Huang, Chen-Yu Lu, Shu-Jung Chang, Jun-Xiong Chong, Chiou-Ting Hsu
British Machine Vision Conference (BMVC), 2023, Aberdeen, UK, [h5-index:75, CORE Rank A, CCF C, TH-CPL Rank B ]
Paper | Code | Video | Poster

LDCformer: Incorporating Learnable Descriptive Convolution to Vision Transformer for Face Anti-Spoofing
Pei-Kai Huang, Cheng-Hsuan Chiang, Jun-Xiong Chong, Tzu-Hsien Chen, Hui-Yu Ni, Chiou-Ting Hsu
IEEE International Conference on Image Processing (ICIP), 2023, Kuala Lumpur, Malaysia, [h5-index:60, CORE Rank B, CCF C, TH-CPL Rank B ]
Paper | Code | Video | Poster

Single-Domain Generalization for Semantic Segmentation via Dual-level Domain Augmentation
Shu-Jung Chang*, Chen-Yu Lu*, Pei-Kai Huang*, Chiou-Ting Hsu (* equal contribution)
IEEE International Conference on Image Processing (ICIP), 2023, Kuala Lumpur, Malaysia, [h5-index:60, CORE Rank B, CCF C, TH-CPL Rank B ]
Paper | Video | Oral

Towards Diverse Liveness Feature Representation and Domain Expansion for Cross-Domain Face Anti-Spoofing
Pei-Kai Huang, Jun-Xiong Chong, Hui-Yu Ni, Tzu-Hsien Chen, Chiou-Ting Hsu
IEEE International Conference on Multimedia & Expo (ICME), 2023, Brisbane, Australia, [h5-index:40, CORE Rank A, CCF B]
Paper | Code | Video | Poster

Learnable Descriptive Convolutional Network for Face Anti-Spoofing
Pei-Kai Huang, Hui-Yu Ni, Yan-Qin Ni, Chiou-Ting Hsu
British Machine Vision Conference (BMVC), 2022, London, UK, [h5-index:75, CORE Rank A, CCF C, TH-CPL Rank B ]
Paper | Code | Video | Poster

Learning to Augment Face Presentation Attack Dataset via Disentangled Feature Learning from Limited Spoof Data
Pei-Kai Huang, Chu-Ling Chang, Hui-Yu Ni, Chiou-Ting Hsu
IEEE International Conference on Multimedia & Expo (ICME), 2022, Taipei, Taiwan, [h5-index:40, CORE Rank A, CCF B]
Paper | Video | Oral

Face Anti-Spoofing via Robust Auxiliary Estimation and Discriminative Feature Learning
Pei-Kai Huang, Ming-Chieh Chin, Chiou-Ting Hsu
Asian Conference on Pattern Recognition (ACPR), 2021, Ieju Island, Korea, [h5-index:15, indexed by EI]
Paper | Video | Oral