I am currently pursuing my Ph.D. at School of Computer Science, Wuhan University, advised by Prof.Zhongyuan Wang. My academic journey began at the same institution, where I obtained my Bachelor’s and Master’s degrees, guided by Prof.Hua Zou. My CV can be found here.

My research focuses on machine learning and deep learning, particularly in gait recognition and medical imaging (including image generation, disease classification, and medical treatment planning). I am also interested in multi-modal learning, long-tailed classification, few-shot learning, self-supervised learning, time series data processing, and road network representation learning.

🔥 News

• 2026.04:  🎉🎉 One papars was accepted by FG 2026.
• 2025.10:  🎉🎉 Two papars were accepted by BIBM 2025.
• 2025.10:  🎉🎉 One papars was accepted by ACM MM Asia 2025.
• 2025.08:  🎉🎉 One papar was accepted by Expert Systems with Applications.
• 2024.06:  🎉🎉 One papar was accepted by MICCAI 2024.
• 2023.12:  🎉🎉 One papar was accepted by Information Fusion.
• 2023.10:  🎉🎉 One papar was accepted by BIBM 2023.
• 2023.06:  🎉🎉 One papar was accepted by MICCAI 2023.
• 2022.06:  🎉🎉 One papar was accepted by MICCAI 2022.

📝 Publications

FG 2026

GaitProtector: Impersonation-Driven Gait De-Identification via Training-Free Diffusion Latent Optimization

Huiran Duan$^†$, Qian Zhou$^†$, Zhongliang Guo, Junhao Dong, Yuqi Li, Guoying Zhao, Yingli Tian*

FG 2026 (Poster) | [Paper]

BIBM 2025

Anatomy-Aware Adaptation of Pre-Trained Models for Medical Difference Visual Question Answering

Qian Zhou, Yuhan Gao, Hua Zou*, Fei Luo*, Xiwen Bai

BIBM 2025 (Regular Paper) | [Paper] [Code]

BIBM 2025

MSFP-Net: Multi-Scale Fusion of SAM-Derived Priors for Medical Image Segmentation

Yaxin Hu$^†$, Qian Zhou$^†$, Hua Zou*, Fei Luo*, Yuxuan Yang

BIBM 2025 (Regular Paper) | [Paper]

ACM MM Asia 2025

A Robust 3D CNN with Pyramidal Attention for Spatiotemporal Gait Recognition

Jianyu Chen, Qian Zhou*, Qin Zou, Chao Liang, Zengmin Xu, Gang Wu*, Zhongyuan Wang.

ACM MM Asia 2025 (Poster) | [Paper]

ESWA

Region-aware metric learning for few-shot detection of counterfeit cigarettes from packaging images

Qian Zhou, Huanrou Ding, Chengzhe Li, Hua Zou*, Chao Zhang, Ting Zhang

Expert Systems with Applications | [Paper] [Code]

MICCAI 2024

Refining Intraocular Lens Power Calculation: A Multi-modal Framework Using Cross-layerAttention and Effective Channel Attention

Qian Zhou, Hua Zou*, Zhongyuan Wang, Haifeng Jiang, Yong Wang

MICCAI 2024 (Poster) | [Paper] [Poster] [Code]

Information Fusion

Uncertainty-aware incomplete multimodal fusion for few-shot Central Retinal Artery Occlusion classification

Qian Zhou, Ting Chen, Hua Zou*, Xuan Xiao*

Information Fusion | [Paper]

BIBM 2023

RHViT: A Robust Hierarchical Transformer for 3D Multimodal Brain Tumor Segmentation Using Biased Masked Image Modeling Pre-training

Qian Zhou, Hua Zou*, Fei Luo*, Yishi Qiu

BIBM 2023 (Regular Paper) | [Paper]

MICCAI 2023

Incomplete Multimodal Learning for Visual Acuity Prediction After Cataract Surgery Using Masked Self-Attention

Qian Zhou, Hua Zou*, Haifeng Jiang, Yong Wang

MICCAI 2023 (Poster) | [Paper] [Poster] [Code]

MICCAI 2022

Long-Tailed Multi-label Retinal Diseases Recognition via Relational Learning and Knowledge Distillation

Qian Zhou, Hua Zou*, Zhongyuan Wang

MICCAI 2022 (Poster) | [Paper] [Poster]

📖 Educations

• 2023.09 - Now, Ph.D. Student, Computer Science and Technology, School of Computer Science, Wuhan University (WHU).
• 2021.09 - 2023.06, Master of Engineering, Computer Technology, School of Computer Science, Wuhan University (WHU).
• 2017.09 - 2021.06, Bachelor of Engineering, Software Engneering, School of Computer Science, Wuhan University (WHU).