Jian Zhang

PhD

Reasoning & Learning Group

School of Intelligence Science and Technology

Nanjing University, Suzhou 215163, China

Supervisor

Postdoc: Professor Yang Gao

PhD: Professor Yinghuan Shi

Current Research Topics

Machine Learning
Pattern Recognition
Computer Vision
Domain Generalization

About Me

I am Jian Zhang. I am currently a postdoctoral researcher in School of Intelligence Science and Technology at Nanjing University. My postdoctoral supervisor is Yang Gao. Previously, I received my PhD in Department of Computer Science and Technology at Nanjing University, supervised by Yinghuan Shi in Reasoning & Learning group. I received my B.Eng. degree in School of Information Engineering at Yangzhou University in 2018.

News

[2025-08] One paper is accepted by Transactions on Medical Imaging (TMI).

[2025-07] One paper is accepted by ACM International Conference on Multimedia (ACMMM) 2025.

[2025-06] Two papers are accepted by Medical Image Computing and Computer Assisted Intervention (MICCAI) 2025.

[2025-05] One paper is accepted by Transactions on Medical Imaging (TMI).

[2025-02] Two papers are accepted by IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2025.

[2025-01] One paper is accepted by International Conference on Learning Representations (ICLR) 2025.

[2024-07] Two papers are accepted by European Conference on Computer Vision (ECCV) 2024.

[2024-04] One paper is accepted by IEEE Transactions on Knowledge and Data Engineering (TKDE).

[2024-03] One paper is accepted by IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2024.

[2023-09] One paper is accepted by Pattern Recognition (PR) 2023.

[2023-07] Two papers are accepted by International Conference on Computer Vision (ICCV) 2023.

Publications

Diversity-enhanced Collaborative Mamba for Semi-supervised Medical Image Segmentation

Shumeng Li, Jian Zhang, Lei Qi, Luping Zhou, Yinghuan Shi, Yang Gao,

Transactions on Medical Imaging (TMI) 2025

Towards Perfection: Building Inter-component Mutual Correction for Retinex-based Low-light Image Enhancement

Luyang Cao, Han Xu, Jian Zhang, Lei Qi, Jiayi Ma, Yinghuan Shi, Yang Gao,

ACM International Conference on Multimedia (ACMMM) 2025

GA-SAM: Geometry-Aware SAM Adaptation with Sparse Annotation-Driven Point Cloud Completion

Shumeng Li, Jian Zhang, Lei Qi, Yinghuan Shi,

Medical Image Computing and Computer Assisted Intervention (MICCAI) 2025

Fusing Dual Encoders: Single-source Domain Generalization with Extremely Few Annotations

Ruofan Wang, Jingtao Guo, Jian Zhang, Lei Qi, Yinghuan Shi,

Medical Image Computing and Computer Assisted Intervention (MICCAI) 2025

Unleashing the Power of Intermediate Domains for Mixed Domain Semi-Supervised Medical Image Segmentation

Qinghe Ma, Jian Zhang, Zekun Li, Lei Qi, Qian Yu, Yinghuan Shi,

IEEE Transactions on Medical Imaging (TMI) 2025

Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation

Qinghe Ma, Jian Zhang, Zekun Li, Lei Qi, Qian Yu, Yinghuan Shi,

IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2025

Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization

Xiran Wang, Jian Zhang, Lei Qi, Yinghuan Shi,

IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2025

Leveraging Flatness to Improve Information-Theoretic Generalization Bounds for SGD

Ze Peng, Jian Zhang, Yisen Wang, Lei Qi, Yinghuan Shi, Yang Gao

International Conference on Learning Representations (ICLR) 2025

The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation

Muyang Qiu, Jian Zhang, Lei Qi, Qian Yu, Yinghuan Shi, Yang Gao

European Conference on Computer Vision (ECCV) 2024

Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization

Jiajun Hu, Jian Zhang, Lei Qi, Yinghuan Shi, Yang Gao

European Conference on Computer Vision (ECCV) 2024

Exploring Flat Minima for Domain Generalization with Large Learning Rates

Jian Zhang, Lei Qi, Yinghuan Shi, Yang Gao

IEEE Transactions on Knowledge and Data Engineering (TKDE)

Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation

Qinghe Ma, Jian Zhang, Lei Qi, Qian Yu, Yinghuan Shi, Yang Gao

IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2024

Domain generalization via Inter-domain Alignment and Intra-domain Expansion

Jiajun Hu, Lei Qi, Jian Zhang, Yinghuan Shi

Pattern Recognition (PR) 2023

DomainAdaptor: A Novel Approach to Test-time Adaptation

Jian Zhang, Lei Qi, Yinghuan Shi, Yang Gao

International Conference on Computer Vision (ICCV) 2023 [Code]

Generalizable Decision Boundaries: Dualistic Meta-Learning for Open Set Domain Generalization

Xiran Wang, Jian Zhang, Lei Qi, Yinghuan Shi

International Conference on Computer Vision (ICCV) 2023 [Code]

MVDG: A Unified Multi-view Framework for Domain Generalization

Jian Zhang, Lei Qi, Yinghuan Shi, Yang Gao

European Conference on Computer Vision (ECCV) 2022 [Code]

A Generalizable Semantic Segmentation via Model-agnostic Learning and Target-specific Normalization

Jian Zhang, Lei Qi, Yinghuan Shi, Yang Gao

Pattern Recognition (PR) 2022 [Code]

Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation

Yinghuan Shi, Jian Zhang, Tong Ling, Jiwen Lu, Yefeng Zheng, Qian Yu, Lei Qi, Yang Gao

IEEE Transactions on Medical Imaging (TMI) 2021 [Code]

Services

Reviewer for CVPR, ICCV, ECCV, TMI, TNNLS etc.

Correspondence

Address: Jian Zhang, Suzhou Campus, Nanjing University, 1520 Taihu Road, Suzhou, Jiangsu Province, 215163, China.