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Kanglei Zhou

Beihang University
PhD (Visiting) (Co-supervised with )
, 2024 - 2024

Beihang University
, China
  • Research interests: Action Quality Accessment, Computer Vision, Virtual/Augmented Reality

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Grants Involved

Publications with the Team

PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical Instruction
PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical Instruction  Impact Factor: 13.7† Top 10% Journal in Computer Science, Artificial Intelligence†   
IEEE Transactions on Image Processing (TIP), 2025
Kanglei Zhou, Hubert P. H. Shum, Frederick W. B. Li, Xingxing Zhang and Xiaohui Liang
Webpage Cite This Plain Text 
Kanglei Zhou, Hubert P. H. Shum, Frederick W. B. Li, Xingxing Zhang and Xiaohui Liang, "PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical Instruction," IEEE Transactions on Image Processing, vol. 34, pp. 3718-3732, IEEE, 2025.
Bibtex 
@article{zhou25phi,
 author={Zhou, Kanglei and Shum, Hubert P. H. and Li, Frederick W. B. and Zhang, Xingxing and Liang, Xiaohui},
 journal={IEEE Transactions on Image Processing},
 title={PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical Instruction},
 year={2025},
 volume={34},
 pages={3718--3732},
 numpages={15},
 doi={10.1109/TIP.2025.3574938},
 issn={1057-7149},
 publisher={IEEE},
}
RIS 
TY  - JOUR
AU  - Zhou, Kanglei
AU  - Shum, Hubert P. H.
AU  - Li, Frederick W. B.
AU  - Zhang, Xingxing
AU  - Liang, Xiaohui
T2  - IEEE Transactions on Image Processing
TI  - PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical Instruction
PY  - 2025
VL  - 34
SP  - 3718
EP  - 3732
DO  - 10.1109/TIP.2025.3574938
SN  - 1057-7149
PB  - IEEE
ER  - 
 Paper GitHub
FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment
FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment    H5-Index: 117#  
Proceedings of the 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2025
Ruisheng Han, Kanglei Zhou, Amir Atapour-Abarghouei, Xiaohui Liang and Hubert P. H. Shum
Webpage Cite This Plain Text 
Ruisheng Han, Kanglei Zhou, Amir Atapour-Abarghouei, Xiaohui Liang and Hubert P. H. Shum, "FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment," in CVPRW '25: Proceedings of the 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, pp. 6017-6026, Nashville, USA, IEEE/CVF, 2025.
Bibtex 
@inproceedings{han25finecasual,
 author={Han, Ruisheng and Zhou, Kanglei and Atapour-Abarghouei, Amir and Liang, Xiaohui and Shum, Hubert P. H.},
 booktitle={Proceedings of the 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
 series={CVPRW '25},
 title={FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment},
 year={2025},
 pages={6017--6026},
 publisher={IEEE/CVF},
 location={Nashville, USA},
}
RIS 
TY  - CONF
AU  - Han, Ruisheng
AU  - Zhou, Kanglei
AU  - Atapour-Abarghouei, Amir
AU  - Liang, Xiaohui
AU  - Shum, Hubert P. H.
T2  - Proceedings of the 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops
TI  - FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment
PY  - 2025
SP  - 6017
EP  - 6026
PB  - IEEE/CVF
ER  - 
 Paper GitHub
Multi-Task Spatial-Temporal Graph Auto-Encoder for Hand Motion Denoising
Multi-Task Spatial-Temporal Graph Auto-Encoder for Hand Motion Denoising  Impact Factor: 6.5† Top 10% Journal in Computer Science, Software Engineering†   
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2024
Kanglei Zhou, Hubert P. H. Shum, Frederick W. B. Li and Xiaohui Liang
Webpage Cite This Plain Text 
Kanglei Zhou, Hubert P. H. Shum, Frederick W. B. Li and Xiaohui Liang, "Multi-Task Spatial-Temporal Graph Auto-Encoder for Hand Motion Denoising," IEEE Transactions on Visualization and Computer Graphics, IEEE, 2024.
Bibtex 
@article{zhou24multitask,
 author={Zhou, Kanglei and Shum, Hubert P. H. and Li, Frederick W. B. and Liang, Xiaohui},
 journal={IEEE Transactions on Visualization and Computer Graphics},
 title={Multi-Task Spatial-Temporal Graph Auto-Encoder for Hand Motion Denoising},
 year={2024},
 numpages={17},
 doi={10.1109/TVCG.2023.3337868},
 publisher={IEEE},
}
RIS 
TY  - JOUR
AU  - Zhou, Kanglei
AU  - Shum, Hubert P. H.
AU  - Li, Frederick W. B.
AU  - Liang, Xiaohui
T2  - IEEE Transactions on Visualization and Computer Graphics
TI  - Multi-Task Spatial-Temporal Graph Auto-Encoder for Hand Motion Denoising
PY  - 2024
DO  - 10.1109/TVCG.2023.3337868
PB  - IEEE
ER  - 
 Paper GitHub YouTube
MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment
MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment  Oral Paper (Top 2.3% of 8585 Submissions)   H5-Index: 262# Core A* Conference‡ Citation: 11#
Proceedings of the 2024 European Conference on Computer Vision (ECCV), 2024
Kanglei Zhou, Liyuan Wang, Xingxing Zhang, Hubert P. H. Shum, Frederick W. B. Li, Jianguo Li and Xiaohui Liang
Webpage Cite This Plain Text 
Kanglei Zhou, Liyuan Wang, Xingxing Zhang, Hubert P. H. Shum, Frederick W. B. Li, Jianguo Li and Xiaohui Liang, "MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment," in ECCV '24: Proceedings of the 2024 European Conference on Computer Vision, vol. 15069, pp. 375-392, Milan, Italy, Springer, 2024.
Bibtex 
@inproceedings{zhou24magr,
 author={Zhou, Kanglei and Wang, Liyuan and Zhang, Xingxing and Shum, Hubert P. H. and Li, Frederick W. B. and Li, Jianguo and Liang, Xiaohui},
 booktitle={Proceedings of the 2024 European Conference on Computer Vision},
 series={ECCV '24},
 title={MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment},
 year={2024},
 volume={15069},
 pages={375--392},
 numpages={18},
 doi={10.1007/978-3-031-73247-8_22},
 publisher={Springer},
 location={Milan, Italy},
}
RIS 
TY  - CONF
AU  - Zhou, Kanglei
AU  - Wang, Liyuan
AU  - Zhang, Xingxing
AU  - Shum, Hubert P. H.
AU  - Li, Frederick W. B.
AU  - Li, Jianguo
AU  - Liang, Xiaohui
T2  - Proceedings of the 2024 European Conference on Computer Vision
TI  - MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment
PY  - 2024
VL  - 15069
SP  - 375
EP  - 392
DO  - 10.1007/978-3-031-73247-8_22
PB  - Springer
ER  - 
 Paper Supplementary Material YouTube
A Comprehensive Survey of Action Quality Assessment: Method and Benchmark
A Comprehensive Survey of Action Quality Assessment: Method and Benchmark      
arXiv Preprint, 2024
Kanglei Zhou, Ruizhi Cai, Liyuan Wang, Hubert P. H. Shum and Xiaohui Liang
Webpage Cite This Plain Text 
Kanglei Zhou, Ruizhi Cai, Liyuan Wang, Hubert P. H. Shum and Xiaohui Liang, "A Comprehensive Survey of Action Quality Assessment: Method and Benchmark," arXiv preprint arXiv:2412.11149, 2024.
Bibtex 
@article{zhou24comprehensive,
 author={Zhou, Kanglei and Cai, Ruizhi and Wang, Liyuan and Shum, Hubert P. H. and Liang, Xiaohui},
 journal={arXiv},
 title={A Comprehensive Survey of Action Quality Assessment: Method and Benchmark},
 year={2024},
 numpages={20},
 eprint={arXiv:2412.11149},
 archivePrefix={arXiv},
 primaryClass={cs.CV},
 doi={10.48550/arXiv.2412.11149},
 url={https://arxiv.org/abs/2412.11149},
}
RIS 
TY  - Preprint
AU  - Zhou, Kanglei
AU  - Cai, Ruizhi
AU  - Wang, Liyuan
AU  - Shum, Hubert P. H.
AU  - Liang, Xiaohui
JO  - arXiv preprints
SP  - arXiv:2412.11149
KW  - cs.CV
TI  - A Comprehensive Survey of Action Quality Assessment: Method and Benchmark
PY  - 2024
DO  - 10.48550/arXiv.2412.11149
ER  - 
A Video-Based Augmented Reality System for Human-in-the-Loop Muscle Strength Assessment of Juvenile Dermatomyositis
A Video-Based Augmented Reality System for Human-in-the-Loop Muscle Strength Assessment of Juvenile Dermatomyositis  Impact Factor: 6.5† Top 10% Journal in Computer Science, Software Engineering†   Citation: 20#
IEEE Transactions on Visualization and Computer Graphics (TVCG) - Proceedings of the 2023 IEEE Conference on Virtual Reality and 3D User Interfaces (VR), 2023
Kanglei Zhou, Ruizhi Cai, Yue Ma, Qingqing Tan, Xinning Wang, Jianguo Li, Hubert P. H. Shum, Frederick W. B. Li, Song Jin and Xiaohui Liang
Webpage Cite This Plain Text 
Kanglei Zhou, Ruizhi Cai, Yue Ma, Qingqing Tan, Xinning Wang, Jianguo Li, Hubert P. H. Shum, Frederick W. B. Li, Song Jin and Xiaohui Liang, "A Video-Based Augmented Reality System for Human-in-the-Loop Muscle Strength Assessment of Juvenile Dermatomyositis," IEEE Transactions on Visualization and Computer Graphics, vol. 29, no. 5, pp. 2456-2466, Shanghai, China, IEEE, 2023.
Bibtex 
@article{zhou23video,
 author={Zhou, Kanglei and Cai, Ruizhi and Ma, Yue and Tan, Qingqing and Wang, Xinning and Li, Jianguo and Shum, Hubert P. H. and Li, Frederick W. B. and Jin, Song and Liang, Xiaohui},
 journal={IEEE Transactions on Visualization and Computer Graphics},
 title={A Video-Based Augmented Reality System for Human-in-the-Loop Muscle Strength Assessment of Juvenile Dermatomyositis},
 year={2023},
 volume={29},
 number={5},
 pages={2456--2466},
 numpages={11},
 doi={10.1109/TVCG.2023.3247092},
 issn={1941-0506},
 publisher={IEEE},
 location={Shanghai, China},
}
RIS 
TY  - JOUR
AU  - Zhou, Kanglei
AU  - Cai, Ruizhi
AU  - Ma, Yue
AU  - Tan, Qingqing
AU  - Wang, Xinning
AU  - Li, Jianguo
AU  - Shum, Hubert P. H.
AU  - Li, Frederick W. B.
AU  - Jin, Song
AU  - Liang, Xiaohui
T2  - IEEE Transactions on Visualization and Computer Graphics
TI  - A Video-Based Augmented Reality System for Human-in-the-Loop Muscle Strength Assessment of Juvenile Dermatomyositis
PY  - 2023
VL  - 29
IS  - 5
SP  - 2456
EP  - 2466
DO  - 10.1109/TVCG.2023.3247092
SN  - 1941-0506
PB  - IEEE
ER  - 
 Paper YouTube
Hierarchical Graph Convolutional Networks for Action Quality Assessment
Hierarchical Graph Convolutional Networks for Action Quality Assessment  Impact Factor: 11.1† Top 10% Journal in Engineering, Electrical & Electronic†   Citation: 55#
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023
Kanglei Zhou, Yue Ma, Hubert P. H. Shum and Xiaohui Liang
Webpage Cite This Plain Text 
Kanglei Zhou, Yue Ma, Hubert P. H. Shum and Xiaohui Liang, "Hierarchical Graph Convolutional Networks for Action Quality Assessment," IEEE Transactions on Circuits and Systems for Video Technology, vol. 33, no. 12, pp. 7749-7763, IEEE, 2023.
Bibtex 
@article{zhou23hierarchical,
 author={Zhou, Kanglei and Ma, Yue and Shum, Hubert P. H. and Liang, Xiaohui},
 journal={IEEE Transactions on Circuits and Systems for Video Technology},
 title={Hierarchical Graph Convolutional Networks for Action Quality Assessment},
 year={2023},
 volume={33},
 number={12},
 pages={7749-7763},
 numpages={15},
 doi={10.1109/TCSVT.2023.3281413},
 issn={1051-8215},
 publisher={IEEE},
}
RIS 
TY  - JOUR
AU  - Zhou, Kanglei
AU  - Ma, Yue
AU  - Shum, Hubert P. H.
AU  - Liang, Xiaohui
T2  - IEEE Transactions on Circuits and Systems for Video Technology
TI  - Hierarchical Graph Convolutional Networks for Action Quality Assessment
PY  - 2023
VL  - 33
IS  - 12
SP  - 7749-7763
EP  - 7749-7763
DO  - 10.1109/TCSVT.2023.3281413
SN  - 1051-8215
PB  - IEEE
ER  - 
 Paper GitHub
A Mixed Reality Training System for Hand-Object Interaction in Simulated Microgravity Environments
A Mixed Reality Training System for Hand-Object Interaction in Simulated Microgravity Environments     Core A* Conference‡ 
Proceedings of the 2023 IEEE International Symposium on Mixed and Augmented Reality (ISMAR), 2023
Kanglei Zhou, Chen Chen, Yue Ma, Zhiying Leng, Hubert P. H. Shum, Frederick W. B. Li and Xiaohui Liang
Webpage Cite This Plain Text 
Kanglei Zhou, Chen Chen, Yue Ma, Zhiying Leng, Hubert P. H. Shum, Frederick W. B. Li and Xiaohui Liang, "A Mixed Reality Training System for Hand-Object Interaction in Simulated Microgravity Environments," in ISMAR '23: Proceedings of the 2023 IEEE International Symposium on Mixed and Augmented Reality, pp. 167-176, Sydney, Australia, IEEE, Oct 2023.
Bibtex 
@inproceedings{zhou23mixed,
 author={Zhou, Kanglei and Chen, Chen and Ma, Yue and Leng, Zhiying and Shum, Hubert P. H. and Li, Frederick W. B. and Liang, Xiaohui},
 booktitle={Proceedings of the 2023 IEEE International Symposium on Mixed and Augmented Reality},
 series={ISMAR '23},
 title={A Mixed Reality Training System for Hand-Object Interaction in Simulated Microgravity Environments},
 year={2023},
 month={10},
 pages={167--176},
 numpages={10},
 doi={10.1109/ISMAR59233.2023.00031},
 publisher={IEEE},
 location={Sydney, Australia},
}
RIS 
TY  - CONF
AU  - Zhou, Kanglei
AU  - Chen, Chen
AU  - Ma, Yue
AU  - Leng, Zhiying
AU  - Shum, Hubert P. H.
AU  - Li, Frederick W. B.
AU  - Liang, Xiaohui
T2  - Proceedings of the 2023 IEEE International Symposium on Mixed and Augmented Reality
TI  - A Mixed Reality Training System for Hand-Object Interaction in Simulated Microgravity Environments
PY  - 2023
Y1  - 10 2023
SP  - 167
EP  - 176
DO  - 10.1109/ISMAR59233.2023.00031
PB  - IEEE
ER  - 
 Paper YouTube
STGAE: Spatial Temporal Graph Auto-Encoder for Hand Motion Denoising
STGAE: Spatial Temporal Graph Auto-Encoder for Hand Motion Denoising     Core A* Conference‡ Citation: 13#
Proceedings of the 2021 IEEE International Symposium on Mixed and Augmented Reality (ISMAR), 2021
Kanglei Zhou, Jiaying Chen, Hubert P. H. Shum, Frederick W. B. Li and Xiaohui Liang
Webpage Cite This Plain Text 
Kanglei Zhou, Jiaying Chen, Hubert P. H. Shum, Frederick W. B. Li and Xiaohui Liang, "STGAE: Spatial Temporal Graph Auto-Encoder for Hand Motion Denoising," in ISMAR '21: Proceedings of the 2021 IEEE International Symposium on Mixed and Augmented Reality, pp. 41-49, Bari, Italy, IEEE, Oct 2021.
Bibtex 
@inproceedings{zhou21stgae,
 author={Zhou, Kanglei and Chen, Jiaying and Shum, Hubert P. H. and Li, Frederick W. B. and Liang, Xiaohui},
 booktitle={Proceedings of the 2021 IEEE International Symposium on Mixed and Augmented Reality},
 series={ISMAR '21},
 title={STGAE: Spatial Temporal Graph Auto-Encoder for Hand Motion Denoising},
 year={2021},
 month={10},
 pages={41--49},
 numpages={9},
 doi={10.1109/ISMAR52148.2021.00018},
 issn={1554-7868},
 publisher={IEEE},
 location={Bari, Italy},
}
RIS 
TY  - CONF
AU  - Zhou, Kanglei
AU  - Chen, Jiaying
AU  - Shum, Hubert P. H.
AU  - Li, Frederick W. B.
AU  - Liang, Xiaohui
T2  - Proceedings of the 2021 IEEE International Symposium on Mixed and Augmented Reality
TI  - STGAE: Spatial Temporal Graph Auto-Encoder for Hand Motion Denoising
PY  - 2021
Y1  - 10 2021
SP  - 41
EP  - 49
DO  - 10.1109/ISMAR52148.2021.00018
SN  - 1554-7868
PB  - IEEE
ER  - 
 Paper GitHub YouTube

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