Research Publications - Hands and Gestures

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We analyse hand images and gestures to facilitate new ways of human-computer interaction.

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2024

Multi-Task Spatial-Temporal Graph Auto-Encoder for Hand Motion Denoising
Multi-Task Spatial-Temporal Graph Auto-Encoder for Hand Motion Denoising Impact Factor: 4.7Top 25% 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

2023

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

2021

Stable Hand Pose Estimation under Tremor via Graph Neural Network
Stable Hand Pose Estimation under Tremor via Graph Neural Network Core A* ConferenceCitation: 11#
Proceedings of the 2021 IEEE Conference on Virtual Reality and 3D User Interfaces (VR), 2021
Zhiying Leng, Jiaying Chen, Hubert P. H. Shum, Frederick W. B. Li and Xiaohui Liang
Webpage Cite This Plain Text
Zhiying Leng, Jiaying Chen, Hubert P. H. Shum, Frederick W. B. Li and Xiaohui Liang, "Stable Hand Pose Estimation under Tremor via Graph Neural Network," in VR '21: Proceedings of the 2021 IEEE Conference on Virtual Reality and 3D User Interfaces, pp. 226-234, IEEE, Mar 2021.
Bibtex
@inproceedings{leng21image,
 author={Leng, Zhiying and Chen, Jiaying and Shum, Hubert P. H. and Li, Frederick W. B. and Liang, Xiaohui},
 booktitle={Proceedings of the 2021 IEEE Conference on Virtual Reality and 3D User Interfaces},
 series={VR '21},
 title={Stable Hand Pose Estimation under Tremor via Graph Neural Network},
 year={2021},
 month={3},
 pages={226--234},
 numpages={9},
 doi={10.1109/VR50410.2021.00044},
 issn={2642-5254},
 publisher={IEEE},
}
RIS
TY  - CONF
AU  - Leng, Zhiying
AU  - Chen, Jiaying
AU  - Shum, Hubert P. H.
AU  - Li, Frederick W. B.
AU  - Liang, Xiaohui
T2  - Proceedings of the 2021 IEEE Conference on Virtual Reality and 3D User Interfaces
TI  - Stable Hand Pose Estimation under Tremor via Graph Neural Network
PY  - 2021
Y1  - 3 2021
SP  - 226
EP  - 234
DO  - 10.1109/VR50410.2021.00044
SN  - 2642-5254
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* ConferenceCitation: 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
Two-Stage Human Verification using HandCAPTCHA and Anti-Spoofed Finger Biometrics with Feature Selection
Two-Stage Human Verification using HandCAPTCHA and Anti-Spoofed Finger Biometrics with Feature Selection Impact Factor: 7.5Top 25% Journal in Computer Science, Artificial IntelligenceCitation: 11#
Expert Systems with Applications (ESWA), 2021
Asish Bera, Debotosh Bhattacharjee and Hubert P. H. Shum
Webpage Cite This Plain Text
Asish Bera, Debotosh Bhattacharjee and Hubert P. H. Shum, "Two-Stage Human Verification using HandCAPTCHA and Anti-Spoofed Finger Biometrics with Feature Selection," Expert Systems with Applications, vol. 171, pp. 114583, Elsevier, 2021.
Bibtex
@article{bera21twostage,
 author={Bera, Asish and Bhattacharjee, Debotosh and Shum, Hubert P. H.},
 journal={Expert Systems with Applications},
 series={ESWA '24},
 title={Two-Stage Human Verification using HandCAPTCHA and Anti-Spoofed Finger Biometrics with Feature Selection},
 year={2021},
 volume={171},
 pages={114583},
 numpages={18},
 doi={10.1016/j.eswa.2021.114583},
 issn={0957-4174},
 publisher={Elsevier},
}
RIS
TY  - JOUR
AU  - Bera, Asish
AU  - Bhattacharjee, Debotosh
AU  - Shum, Hubert P. H.
T2  - Expert Systems with Applications
TI  - Two-Stage Human Verification using HandCAPTCHA and Anti-Spoofed Finger Biometrics with Feature Selection
PY  - 2021
VL  - 171
SP  - 114583
EP  - 114583
DO  - 10.1016/j.eswa.2021.114583
SN  - 0957-4174
PB  - Elsevier
ER  - 
Paper
Spoofing Detection on Hand Images Using Quality Assessment
Spoofing Detection on Hand Images Using Quality Assessment Impact Factor: 3.0
Multimedia Tools and Applications (MTAP), 2021
Asish Bera, Ratnadeep Dey, Debotosh Bhattacharjee, Mita Nasipuri and Hubert P. H. Shum
Webpage Cite This Plain Text
Asish Bera, Ratnadeep Dey, Debotosh Bhattacharjee, Mita Nasipuri and Hubert P. H. Shum, "Spoofing Detection on Hand Images Using Quality Assessment," Multimedia Tools and Applications, vol. 80, pp. 28603-28626, Springer, 2021.
Bibtex
@article{bera21spoofing,
 author={Bera, Asish and Dey, Ratnadeep and Bhattacharjee, Debotosh and Nasipuri, Mita and Shum, Hubert P. H.},
 journal={Multimedia Tools and Applications},
 series={MTAP '24},
 title={Spoofing Detection on Hand Images Using Quality Assessment},
 year={2021},
 volume={80},
 pages={28603--28626},
 numpages={24},
 doi={10.1007/s11042-021-10976-z},
 issn={1573-7721},
 publisher={Springer},
}
RIS
TY  - JOUR
AU  - Bera, Asish
AU  - Dey, Ratnadeep
AU  - Bhattacharjee, Debotosh
AU  - Nasipuri, Mita
AU  - Shum, Hubert P. H.
T2  - Multimedia Tools and Applications
TI  - Spoofing Detection on Hand Images Using Quality Assessment
PY  - 2021
VL  - 80
SP  - 28603
EP  - 28626
DO  - 10.1007/s11042-021-10976-z
SN  - 1573-7721
PB  - Springer
ER  - 
Paper

2020

Resolving Hand-Object Occlusion for Mixed Reality with Joint Deep Learning and Model Optimization
Resolving Hand-Object Occlusion for Mixed Reality with Joint Deep Learning and Model Optimization
Computer Animation and Virtual Worlds (CAVW) - Proceedings of the 2020 International Conference on Computer Animation and Social Agents (CASA), 2020
Qi Feng, Hubert P. H. Shum and Shigeo Morishima
Webpage Cite This Plain Text
Qi Feng, Hubert P. H. Shum and Shigeo Morishima, "Resolving Hand-Object Occlusion for Mixed Reality with Joint Deep Learning and Model Optimization," Computer Animation and Virtual Worlds, vol. 31, no. 4--5, pp. e1956, John Wiley and Sons Ltd., 2020.
Bibtex
@article{feng20resolving,
 author={Feng, Qi and Shum, Hubert P. H. and Morishima, Shigeo},
 journal={Computer Animation and Virtual Worlds},
 series={CASA '24},
 title={Resolving Hand-Object Occlusion for Mixed Reality with Joint Deep Learning and Model Optimization},
 year={2020},
 volume={31},
 number={4--5},
 pages={e1956},
 numpages={12},
 doi={10.1002/cav.1956},
 publisher={John Wiley and Sons Ltd.},
 Address={Chichester, UK},
}
RIS
TY  - JOUR
AU  - Feng, Qi
AU  - Shum, Hubert P. H.
AU  - Morishima, Shigeo
T2  - Computer Animation and Virtual Worlds
TI  - Resolving Hand-Object Occlusion for Mixed Reality with Joint Deep Learning and Model Optimization
PY  - 2020
VL  - 31
IS  - 4--5
SP  - e1956
EP  - e1956
DO  - 10.1002/cav.1956
PB  - John Wiley and Sons Ltd.
ER  - 
Paper YouTube Part 1 YouTube Part 2

2018

Occlusion for 3D Object Manipulation with Hands in Augmented Reality
Occlusion for 3D Object Manipulation with Hands in Augmented Reality
Proceedings of the 2018 Meeting on Image Recognition and Understanding (MIRU), 2018
Qi Feng, Hubert P. H. Shum and Shigeo Morishima
Webpage Cite This Plain Text
Qi Feng, Hubert P. H. Shum and Shigeo Morishima, "Occlusion for 3D Object Manipulation with Hands in Augmented Reality," in MIRU '18: Proceedings of the 2018 Meeting on Image Recognition and Understanding, Sapporo, Japan, Aug 2018.
Bibtex
@inproceedings{feng18occlusion,
 author={Feng, Qi and Shum, Hubert P. H. and Morishima, Shigeo},
 booktitle={Proceedings of the 2018 Meeting on Image Recognition and Understanding},
 series={MIRU '18},
 title={Occlusion for 3D Object Manipulation with Hands in Augmented Reality},
 year={2018},
 month={8},
 numpages={4},
 location={Sapporo, Japan},
}
RIS
TY  - CONF
AU  - Feng, Qi
AU  - Shum, Hubert P. H.
AU  - Morishima, Shigeo
T2  - Proceedings of the 2018 Meeting on Image Recognition and Understanding
TI  - Occlusion for 3D Object Manipulation with Hands in Augmented Reality
PY  - 2018
Y1  - 8 2018
ER  - 
Resolving Occlusion for 3D Object Manipulation with Hands in Mixed Reality
Resolving Occlusion for 3D Object Manipulation with Hands in Mixed Reality Citation: 13#
Proceedings of the 2018 ACM Symposium on Virtual Reality Software and Technology (VRST) Posters, 2018
Qi Feng, Hubert P. H. Shum and Shigeo Morishima
Webpage Cite This Plain Text
Qi Feng, Hubert P. H. Shum and Shigeo Morishima, "Resolving Occlusion for 3D Object Manipulation with Hands in Mixed Reality," in VRST '18: Proceedings of the 2018 ACM Symposium on Virtual Reality Software and Technology, Tokyo, Japan, ACM, Nov 2018.
Bibtex
@inproceedings{feng18resolving,
 author={Feng, Qi and Shum, Hubert P. H. and Morishima, Shigeo},
 booktitle={Proceedings of the 2018 ACM Symposium on Virtual Reality Software and Technology},
 series={VRST '18},
 title={Resolving Occlusion for 3D Object Manipulation with Hands in Mixed Reality},
 year={2018},
 month={11},
 numpages={2},
 doi={10.1145/3281505.3283390},
 isbn={9.78E+12},
 publisher={ACM},
 Address={New York, NY, USA},
 location={Tokyo, Japan},
}
RIS
TY  - CONF
AU  - Feng, Qi
AU  - Shum, Hubert P. H.
AU  - Morishima, Shigeo
T2  - Proceedings of the 2018 ACM Symposium on Virtual Reality Software and Technology
TI  - Resolving Occlusion for 3D Object Manipulation with Hands in Mixed Reality
PY  - 2018
Y1  - 11 2018
DO  - 10.1145/3281505.3283390
SN  - 9.78E+12
PB  - ACM
ER  - 
Paper YouTube


† According to Journal Citation Reports 2023
‡ According to Core Ranking 2023
# According to Google Scholar 2025


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