Pei-Kai Huang(黃培凱)
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←←← My very cute~cute~cute~ daughter & me Associate Professor Fujian Normal University (福建师范大学) Email: alwayswithme@fjnu.edu.cn [ORCiD] [Google Scholar] [GitHub] [dblp] 中国计算机学会 (CCF) 福州委员, 中国计算机学会青年论坛 (CCF YOCSEF) 福州分论坛学术委员 CCF Fuzhou Chapter Committee Member, CCF YOCSEF FuZhou Academic Committee (AC) Member, IEEE Member, CCF Member |
About me
I will return to my alma mater, Fujian Normal University, for a faculty position.
I've received the Ph.D. degree from National Tsing Hua University in 2025, the master degree from National Central University in 2019, and the bachelor degree from Fujian Normal University in 2017. I live in Xiamen and Fuzhou, China.
My research area focuses on face anti-spoofing and rPPG Estimation. As the first author/ the corresponding author, I have been published in prestigious conferences in the field of computer vision, including CVPR, AAAI, ECCV, BMVC, ICME, ICIP, and ACPR, as well as in renowned journals, including TIFS, Pattern Recognition, Information Science, and ATSIP.
I have reviewed papers from different CV/AI conferences, e.g., CVPR, ECCV, AAAI, ACM MM, and biomedical related journals, e.g., IJCV, TIFS, PR, TDSC, TIM.
Publishing papers is not easy. For the manuscripts I review, I strive to recommend acceptance with revisions whenever the quality of the work permits.
[2026/07] One paper was accepted by Pattern Recognition (PR) (一区Top, as the first author)
[2026/06] One paper was accepted by ECCV 2026 (CCF B, Tsinghua A, as the corresponding author)
[2026/04] One project was recommended for funding by the Natural Science Foundation of Fujian Province, China (as PI).
[2026/02] One paper was accepted by Pattern Recognition (PR) (一区Top, as the first author)
[2026/01] One paper was accepted by Expert Systems with Applications (一区Top, as the sole corresponding author)
[2025/07] One paper was accepted by Pattern Recognition (PR) (一区Top, as the first author)
[2025/04] One paper was accepted by IEEE Transactions on Information Forensics & Security (TIFS) (一区Top, CCF A, as the first author)
[2025/01] One paper was accepted by Information Sciences (CCF B, as the first author)
[2024/12] Offered a faculty position at Fujian Normal University
[2024/12] One paper was accepted by AAAI 2025 (CCF A, as the first author)
[2024/02] One paper was accepted by CVPR 2024 (CCF A, as the first author)
[2023/03] One paper was accepted by ICME 2023 (CCF B, as the first author)
[2022/03] One paper was accepted by ICME 2022 (CCF B, as the first author)
Preprint
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FLIP: Feature-decoupled zero-/one-normal-shot anomaly detection with Language Image Pretraining
Yan-Qin Ni, Pei-Kai Huang, Yi-Wei Lee, Chia-Yu Lin, Chin-Chun Chang,Wei-Jen Wang,Deron Liang Knowledge-Based Systems, (Major revision) , [中科院一区Top, CCF C, Tsinghua (清华) B, SCIE:Q1] Paper | Code |
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Self-supervised Feature Disentanglement and Augmentation Network for One-class Face Anti-spoofing
Pei-Kai Huang, Jun-Xiong Chong, Ming-Tsung Hsu, Fang-Yu Hsu, Yi-Ting Lin, Kai-Heng Chien, Hao-Chiang Shao, Chiou-Ting Hsu Pattern Recognition, (Major revision) , [中科院一区Top, CCF B, Tsinghua (清华) B, SCIE:Q1] Paper | Code |
Journal
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Ultra-Short rPPG Estimation via Periodicity Guidance and Signal Reconstruction
Pei-Kai Huang, Ya-Ting Chan, Kuan-Wen Chen, Chiou-Ting Hsu, Xiaoding Wang, Md. Jalil Piran Pattern Recognition, 2026 , [中科院一区Top, CCF B, Tsinghua (清华) B, SCIE:Q1] Paper | Code |
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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, 2026 [中科院一区Top, CCF B, Tsinghua (清华) B, SCIE:Q1] Paper | Code This paper was initially submitted in March 2024 and has undergone five rounds of revision involving eight reviewers. In each round, after we completed the revisions, some of the original reviewers were unfortunately unavailable to continue the review process, resulting in new reviewers being assigned and leading to repeated evaluation cycles. We are especially grateful to the Associate Editor assigned after the reject-and-resubmit decision for the constructive guidance and continuous support throughout the review process. |
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Multi-Modal Face Anti-Spoofing via Cross-Modal Feature Transitions
Jun-Xiong Chong, Fang-Yu Hsu, Ming-Tsung Hsu, Yi-Ting Lin, Kai-Heng Chien, Chiou-Ting Hsu,Pei-Kai Huang * (* corresponding author) Expert Systems with Applications, 2026, , [中科院一区Top, CCF C, Tsinghua (清华) B, SCIE:Q1] Paper | Code |
TSFabrics: A Time-Series Fabric Dataset for Real-Time Defect Detection on Circular Knitting Machines
Yan-Qin Ni, Pei-Kai Huang, Wei-Jen Wang, Deron Liang, and Chia-Yu Lin
Scientific Data (Nature family journal), 2026, , [中科院二区, SCIE:Q1]
Paper
Yan-Qin Ni, Pei-Kai Huang, Wei-Jen Wang, Deron Liang, and Chia-Yu Lin
Scientific Data (Nature family journal), 2026, , [中科院二区, SCIE:Q1]
Paper
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Fully Test-Time rPPG Estimation via Synthetic Signal-Guided Feature Learning
Pei-Kai Huang, Tzu-Hsien Chen, Ya-Ting Chan, Kuan-Wen Chen, Shih-Yu Yang, Yen-Chun Chou, Chiou-Ting Hsu Pattern Recognition , 2026 , [中科院一区Top, CCF B, Tsinghua (清华) B, SCIE:Q1] Paper | Code |
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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 IEEE Transactions on Information Forensics & Security (TIFS) , 2025 , [中科院一区Top, CCF A, Tsinghua (清华) A, SCIE:Q1 ] Paper | Code |
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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 [中科院二区, CCF B, Tsinghua (清华) B , SCIE:Q1] Paper | Code |
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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 [中科院三区, ESCI:Q1 ] Paper |
Conference
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SHINE-PPG: Non-Lambertian Intrinsic Decomposition for Illumination-Robust rPPG
Shih-Yu Yang, Yen-Chun Chou, Pei-Kai Huang * , and Chiou-Ting Hsu* (* corresponding author) The 19th European Conference on Computer Vision (ECCV 2026) , 2026, Malmö, Sweden, [ CCF B, Tsinghua (清华) A ] Paper | Code |
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BASIL-rPPG: Basis Learning with Predictive rPPG Reconstruction for Heart Rate Estimation from Ultra-Short Facial Videos
Jhih-Wei Jhao, Wen-Pin Chen, Jun-Ren Chen, Yen-Chun Chou, Shih-Yu Yang, Pei-Kai Huang * , and Chiou-Ting Hsu* (* corresponding author) The 28th International Conference on Pattern Recognition (ICPR 2026) , 2026, Lyon, France, [ CCF C, Tsinghua (清华) B ] Paper | Code |
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OCC-FAS: A New Benchmark and Feature-Disentangled Mixture-of-Experts Framework for Occlusion-Aware Face Anti-Spoofing
Jun-Ren Chen, Cheng-Hsiang Su, Yi-Chen Ou, Yi-Ting Lin, Kai-Heng Chien, Pei-Kai Huang * , and Chiou-Ting Hsu* (* corresponding author) The 28th International Conference on Pattern Recognition (ICPR 2026) , 2026, Lyon, France , [ CCF C, Tsinghua (清华) B ] Paper | Dataset & Code | |
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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, Philadelphia, Pennsylvania, USA , [ CCF A, Tsinghua (清华) A ] Paper | Code | Poster |
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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., [ CCF A, Tsinghua (清华) A ] Paper | Code | Video | Poster |
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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, [ CCF C, Tsinghua (清华) B ] Paper | Code | Video | Poster |
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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, [ CCF C, Tsinghua (清华) B ] Paper | Code | Video | Poster |
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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, [ CCF C, Tsinghua (清华) B ] Paper | Video | Oral |
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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, [CCF B ] Paper | Code | Video | Poster |
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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, [CCF C, Tsinghua (清华) B ] Paper | Code | Video | Poster |
福建省自然科学基金创青项目：复杂场景下活体生理信号驱动的人脸反欺骗研究 （负责人），2026.05-2029.04, Grant:2026J008139, 8 万人民币
福建省教育厅重点项目：恶劣天气下面向自动驾驶的自适应语义分割方法研究 （排序第三），2026-04-2028.12, Grant:JZ250007, 10 万人民币
福建师范大学计算机与网络空间学院 启动经费 （负责人） ，2025-08-2033.08, 10 万人民币
《人工智能与大数据》（2.5学分，本科专业选修课），课程负责人。 Artificial Intelligence and Big Data (2.5 credits, undergraduate elective course) ,Course Coordinator
2026年福建省人工智能赋能教育教学改革项目(校级,“人工智能+”专业类课程), 人工智能与大数据 (排序第二), 2026.06.
福建省网络空间安全学会2025年学术年会优秀论文 一等奖 (排序第一). 2025.11
IPPR 第十八屆碩博士論文佳作獎. 2025. 08
斐陶斐荣誉会员-台灣清華大學. 2025.08
Program Committee: Program Co-Chair & Workshop Organizer, BD-SMDT 2026, IEEE BigData 2026
CCF YOCSEF FuZhou Academic Committee (AC) Member: 2026-2029
CCF Fuzhou Chapter Committee Member: 2026-2029
The youth editorial board member: Artificial Intelligence and Autonomous Systems(AIAS), 2025.09-2027.09
Conference paper reviewer: CVPR26, AAAI26, ICCV25, CVPR25, BMVC25, ICME25, AAAI25, CVPR24, BMVC24, ICCV23, BMVC23, ICIP23, ICME23, ECCV22, CVPR22, BMVC22, ICME22
Journal paper reviewer: Scientific Data(Nature family journal) x2, IEEE Transactions on Information Forensics & Security (TIFS) x4 , International Journal of Computer Vision(IJCV) x 1, IEEE Transactions on Dependable and Secure Computing (TDSC) x1, IEEE Transactions on Instrumentation and Measurement(TIM) x2, IEEE Transactions on Biomedical Engineering (TBME) x1, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) x2, Pattern Recognition (PR) x1, Neural Networks x1, Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS) x1, Image and Vision Computing x1