Kanglei Zhou

Postdoctoral Researcher

Tsinghua University

About Me

I am currently a Postdoctoral Researcher in the Department of Psychological and Cognitive Sciences at Tsinghua University. My research primarily focuses on utilizing structured human knowledge to enhance human motion analysis.

Announcement: I am seeking research opportunities and am open to collaborations. I would be happy to discuss how my expertise can contribute to your team — please feel free to contact me.

Interests

Human motion analysis
VR/AR/MR
Continual learning

Education

PhD in CS, 2020-Now

Beihang University
Visiting Student, 2024

Durham University
BSc in CS, 2016-2020

Henan Normal University
Exchange Student, 2019

Frankfurt University of Applied Science

Research

Human Motion Analysis

My Previous Work

This research tackles three key challenges in human motion analysis - motion perception anomalies, negative transfer due to limited samples, and catastrophic forgetting in non-stationary data distributions. By leveraging spatiotemporal graph models, domain adaptation, and continual learning, innovative methods were developed to address these issues, achieving significant advancements in aerospace training and medical rehabilitation applications.

Research Proposal

This proposal explores innovative solutions for Multi-Modal Action Quality Assessment, focusing on addressing challenges such as modality heterogeneity, missing data, and lack of interpretability in current methods.