Shijie Chang 常世杰

PhD. Student
School of Information and Communication Engineering
Dalian University of Technology
Email: csj@mail.dlut.edu.cn


Bio

I am currently a first-year PhD. student supervised by Prof. Lihe Zhang and Prof. Huchuan Lu.

My research interests include image/video segmentation and medical image analysis.

In 2025, I will study AI for Crystal Structure Prediction at the Dalian Institute of Chemical Physics, supervised by Prof. Peng Guo.

Publications

UniSegDiff: Boosting Unified Lesion Segmentation via a Staged Diffusion Model
Yilong Hu, Shijie Chang, Lihe Zhang, Feng Tian, Weibing Sun, Huchuan Lu
Medical Image Computing and Computer Assisted Intervention (MICCAI) 2025

Unified Medical Lesion Segmentation via Self-referring Indicator
Shijie Chang, Xiaoqi Zhao, Lihe Zhang, Tiancheng Wang
Computer Vision and Pattern Recognition (CVPR) 2025 [Paper]

High-Performance Few-Shot Segmentation with Foundation Models: An Empirical Study
Shijie Chang, Lihe Zhang, Huchuan Lu
arXiv 2024 [Paper] [Code]

Beyond Mask: Rethinking Guidance Types in Few-shot Segmentation
Shijie Chang, Youwei Pang, Xiaoqi Zhao, Lihe Zhang, Huchuan Lu
Pattern Recognition (PR) 2025 [Paper] [Code]

Adaptive Multi-source Predictor for Zero-shot Video Object Segmentation
Xiaoqi Zhao*, Shijie Chang*, Youwei Pang, Jiaxing Yang, Lihe Zhang, Huchuan Lu
International Journal of Computer Vision (IJCV) 2024 [Paper] [Code]
*: co-first author

3rd Place Solution for PVUW2023 VSS Track: A Large Model for Semantic Segmentation on VSPW
Shijie Chang*, Zeqi Hao*, Ben Kang, Xiaoqi Zhao, Jiawen Zhu, Zhenyu Chen, Lihe Zhang, Lu Zhang, Huchuan Lu
CVPR 2023 Workshop Technical Report [Paper] [Code]
*: co-first author

Tracking Anything in High Quality
Jiawen Zhu, Zhenyu Chen, Zeqi Hao, Shijie Chang, Lu Zhang, Dong Wang, Huchuan Lu, Bin Luo, Jun-Yan He, Jin-Peng Lan, Hanyuan Chen, Chenyang Li
ICCV 2023 Workshop Technical Report [Paper] [Code]

Education

Dalian University of Technology and Dalian Institute of Chemical Physics
PhD. of Information and Communication Engineering
2024 - Present

Dalian University of Technology
MSc. of Information and Communication Engineering
2022 - Present

Dalian University of Technology
Bachelor of Electronic Information Engineering
2018 - 2022

Honors and Awards