Zhihao Peng (彭志浩)

Postdoc Fellow
Department of Electronic Engineering,
The Chinese University of Hong Kong,
Kowloon, Hong Kong.
Email: zhihapeng3-c@my.cityu.edu.hk

I obtained a Ph.D. degree in the Department of Computer Science, City University of Hong Kong (CityU) advised by Prof. HOU Junhui. The qualifying panel members are Prof. WONG Hau San and Prof. CHAN Antoni Bert.

My research passion lies at the intersection of brain data analysis, computer vision, and machine learning. I strive to develop innovative and intelligent systems that empower seamless human-machine interaction and collaboration while fostering trustworthy clinical decision-making. My current focus is self-supervised embedding learning, graph structure learning, and multi-agent modeling.

News

[Jul. 2024] We are organizing the first workshop on medical foundation models at NeurIPS; Submission Link
[Jun. 2024] Four conference papers accepted by MICCAI-24. Congratulations to all the co-authors!🎉
[Jun. 2024] I become a Program Committee member (PC) for AAAI-25
[May. 2024] One conference paper early accepted by MICCAI-24
[Dec. 2023] One journal paper accepted by IEEE T-IP
[Nov. 2023] I become a postdoctoral fellow at The Chinese University of Hong Kong
[Oct. 2023] I obtain my Ph.D. degree in the Department of Computer Science, CityU
[Sep. 2023] I become a reviewer for ICASSP-24
[Sep. 2023] I finish my Ph.D. defense in the Department of Computer Science, CityU
[Aug. 2023] I obtain the Outstanding Academic Performance Award OAPA from CityU
[Jul. 2023] I become a Program Committee member (PC) for AAAI-24
[Jun. 2023] I accept the invitation and become a reviewer for IEEE T-SMC: Systems
[Jun. 2023] I attend the 14th International Young Scholars Forum of Sun Yat-Sen University
[Jun. 2023] I accept the invitation and become a reviewer for T-CSVT
[May. 2023] I accept the invitation and become a reviewer for PR
[Dec. 2022] One journal paper accepted by IEEE T-CSVT
[May. 2022] One journal paper accepted by IEEE T-IP
[May. 2022] One invention patent granted by CNIPA

Pre-print

Selected Publications

GBT: Geometric-oriented Brain Transformer for Autism Diagnosis
Zhihao Peng, Zhibin He, Yu Jiang, Pengyu Wang, and Yixuan Yuan.

International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024
[paper] [code]

Hierarchical Graph Learning with Small-World Brain Connectomes for Cognitive Prediction
Yu Jiang, Zhibin He, Zhihao Peng, and Yixuan Yuan.

International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024
[paper] [code]

F2TNet: FMRI to T1w MRI Knowledge Transfer Network for Brain Multi-phenotype Prediction
Zhibin He, Wuyang Li, Yu Jiang, Zhihao Peng, Pengyu Wang, Xiang Li, Tianming Liu, Junwei Han, Tuo Zhang, and Yixuan Yuan.

International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024
[paper] [code]

fTSPL: Enhancing Brain Analysis with fMRI-Text Synergistic Prompt Learning
Pengyu Wang, Huaqi Zhang, Zhibin He, Zhihao Peng, and Yixuan Yuan.

International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024
[paper] [code]

EGRC-Net: Embedding-induced Graph Refinement Clustering Network
Zhihao Peng, Hui Liu, Yuheng Jia, and Junhui Hou.

IEEE Transactions on Image Processing (TIP), 2023
[paper][code]

Deep Attention-guided Graph Clustering with Dual Self-supervision
Zhihao Peng, Hui Liu, Yuheng Jia, and Junhui Hou.

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2022
[paper][code]

Adaptive Attribute and Structure Subspace Clustering Network
Zhihao Peng, Hui Liu, Yuheng Jia, and Junhui Hou.

IEEE Transactions on Image Processing (TIP), 2022
[paper][code]

Attention-driven Graph Clustering Network
Zhihao Peng, Hui Liu, Yuheng Jia, and Junhui Hou.

ACM Multimedia (ACM MM), 2021
[paper] [code] [video]

Maximum Entropy Subspace Clustering Network
Zhihao Peng, Yuheng Jia, Hui Liu, Junhui Hou, and Qingfu Zhang.

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021
[paper][code]

Non-Negative Transfer Learning With Consistent Inter-Domain Distribution
Zhihao Peng, Yuheng Jia, and Junhui Hou.

IEEE Signal Processing Letters (SPL), 2020
[paper][code]

Active Transfer Learning
Zhihao Peng, Wei Zhang, Na Han, Xiaozhao Fang, Peipei Kang, and Luyao Teng.

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2019
[paper][code]

Patents
"Pedestrian re-identification method, device and readable storage medium",
First student inventor, Zhihao Peng.
China Invention Patent (Granted) CN109492610B [ link]

"Method and device for removing mask from phase spectrum",
First inventor, Zhihao Peng.
China Invention Patent (Granted) CN107424616B [link]

Awards & Experiments

[Sep. 2023] Outstanding Academic Performance Award, CityU, HongKong
[Sep. 2022] Institutional Research Tuition Scholarship, CityU, HongKong (~20% acceptance rate)
[Sep. 2021] Institutional Research Tuition Scholarship, CityU, HongKong (~20% acceptance rate)
[Sep. 2021] Outstanding Academic Performance Award, CityU, HongKong
[Jun. 2019] Outstanding Graduates, GDUT, GuangDong
[Jun. 2019] Outstanding Diploma Thesis Award, GDUT, GuangDong
[Jul. 2018] Visiting scholar at Nipissing University, Ontario, CANADA
[Jul. 2017] Visiting student at Shibaura Institute of Technology, Tokyo, JAPAN
[Jul. 2017 - Jul. 2018] GDUT Student Branch Vice Chairman of China Computer Federation (CCF)
[Jun. 2016] Outstanding Graduates, GDUT, GuangDong

Teaching

CS2115, Computer Organization, TA
CS2116, Computer Systems, TA
CS4182, Computer Graphics, TA
CS5182, Computer Graphics, TA

Services

# Conference Organizer

38th Annual Conference on Neural Information Processing Systems (NeurIPS) Workshop, Vancouver Convention Center, 2024 [Link]

# Conference Reviewer

Association for the Advancement of Artificial Intelligence (AAAI) 2023,24,25

IEEE International Conference on Multimedia and Expo (ICME) 2021,22,23,24

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2023, 24

IEEE Visual Communications and Image Processing (VCIP) 2021,22,23,24

# Journal Reviewer {JCR ABBREVIATION}

IEEE Transactions on Image Processing (IEEE T IMAGE PROCESS)

Pattern Recognition (PATTERN RECOGN)

IEEE Transactions on Circuits and Systems for Video Technology (IEEE T CIRC SYST VID)

IEEE Transactions on Systems, Man, and Cybernetics: Systems

IEEE-CAA Journal of Automatica Sinica (IEEE-CAA J AUTOMATIC)

Neurocomputing (NEUROCOMPUTING)

Information Sciences (INFORM SCIENCES)

The Computer Journal (COMPUT J)

© Copyright © Zhihao Peng.

	GBT: Geometric-oriented Brain Transformer for Autism Diagnosis Zhihao Peng, Zhibin He, Yu Jiang, Pengyu Wang, and Yixuan Yuan. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024 [paper] [code]
	Hierarchical Graph Learning with Small-World Brain Connectomes for Cognitive Prediction Yu Jiang, Zhibin He, Zhihao Peng, and Yixuan Yuan. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024 [paper] [code]
	F2TNet: FMRI to T1w MRI Knowledge Transfer Network for Brain Multi-phenotype Prediction Zhibin He, Wuyang Li, Yu Jiang, Zhihao Peng, Pengyu Wang, Xiang Li, Tianming Liu, Junwei Han, Tuo Zhang, and Yixuan Yuan. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024 [paper] [code]
	fTSPL: Enhancing Brain Analysis with fMRI-Text Synergistic Prompt Learning Pengyu Wang, Huaqi Zhang, Zhibin He, Zhihao Peng, and Yixuan Yuan. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024 [paper] [code]
	EGRC-Net: Embedding-induced Graph Refinement Clustering Network Zhihao Peng, Hui Liu, Yuheng Jia, and Junhui Hou. IEEE Transactions on Image Processing (TIP), 2023 [paper][code]
	Deep Attention-guided Graph Clustering with Dual Self-supervision Zhihao Peng, Hui Liu, Yuheng Jia, and Junhui Hou. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2022 [paper][code]
	Adaptive Attribute and Structure Subspace Clustering Network Zhihao Peng, Hui Liu, Yuheng Jia, and Junhui Hou. IEEE Transactions on Image Processing (TIP), 2022 [paper][code]
	Attention-driven Graph Clustering Network Zhihao Peng, Hui Liu, Yuheng Jia, and Junhui Hou. ACM Multimedia (ACM MM), 2021 [paper] [code] [video]
	Maximum Entropy Subspace Clustering Network Zhihao Peng, Yuheng Jia, Hui Liu, Junhui Hou, and Qingfu Zhang. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021 [paper][code]
	Non-Negative Transfer Learning With Consistent Inter-Domain Distribution Zhihao Peng, Yuheng Jia, and Junhui Hou. IEEE Signal Processing Letters (SPL), 2020 [paper][code]
	Active Transfer Learning Zhihao Peng, Wei Zhang, Na Han, Xiaozhao Fang, Peipei Kang, and Luyao Teng. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2019 [paper][code]