I am currently a PhD student at College of Computer Science and Technology, Zhejiang University (浙江大学计算机科学与技术学院), and advised by Prof. Lanfen Lin (林兰芬). Before that, I graduated from School of Information and Computer Science, Anhui Agricultural University (安徽农业大学信息与计算机学院) with a bachelor’s degree.

My research interest includes domain adaptation, domain generalization, medical image analysis and multi-modal learning.

To help a quick start in domain generalization, we set up a repository for organizing papers ,codes, datasets and etc related to domain generalization. If you find it helpful, feel free to give it a star 🌟!

🔥 News

• 2023.02:  🎉One paper is accepted by ICASSP 2024.
• 2023.07:  🎉Two papers are accepted by ACM MM 2024.
• 2023.04:  🎉One paper is accepted by IJCAI 2023.
• 2023.03:  🎉One paper is accepted by IEEE TMM (IF: 7.3).
• 2023.02:  🎉One paper is accepted by ICASSP 2023 Oral.
• 2022.07:  🎉 I release a Domain Generalization Repository for organizing papers, codes, datasets and etc. Welcome to STAR!

📝 Publications

• TMM 2023 Knowledge Distillation-based Domain-invariant Representation Learning for Domain Generalization. Ziwei Niu, Junkun Yuan, Xu Ma, Yingying Xu, Jing Liu, Yen-Wei Chen, Ruofeng Tong, Lanfen Lin
• ICASSP 2023 (Oral) MCKD: Mutually Collaborative Knowledge Distillation For Federated Domain Adaptation And Generalization. Ziwei Niu, Junkun Yuan, Xu Ma, Yingying Xu, Jing Liu, Yen-Wei Chen, Ruofeng Tong, Lanfen Lin
• ACM MM 2023 IS2Net: Intra-domain Semantic and Inter-domain Style Enhancement for Semi-supervised Medical Domain Generalization. Shiao Xie *, Ziwei Niu *, Huimin Huang, Hao Sun, Rui Qin, Yen-Wei Chen, Lanfen Lin
• ACM MM 2023 HSVLT: Hierarchical Scale-Aware Vision-Language Transformer for Multi-Label Image Classification). Shuyi Ouyang, Hongyi Wang, Ziwei Niu, Zhenjia Bai, Shiao Xie, Yingying Xu, Ruofeng Tong, Yen-Wei Chen, Lanfen Lin
• IJCAI 2023 SLVIT: Scale-wise language-guided vision transformer for referring image segmentation). Shuyi Ouyang, Hongyi Wang, Shiao Xie, Ziwei Niu, Ruofeng Tong, Yen-Wei Chen, Lanfen Lin
• ICME 2023 MedFCT: A Frequency Domain Joint CNN-Transformer Network for Semi-supervised Medical Image Segmentation. Shiao Xie, Huimin Huang, Ziwei Niu, Lanfen Lin, Yen-Wei Chen

🎖 Honors and Awards

• 2023.10 Outstanding Graduate Student Award of Zhejiang University (Top 20%).
• 2021.02 Outstanding Undergraduate Award (Top 5%).
• 2020.10 National Scholarship, highest scholarship from Ministry of Education of China (Top 1%).
• 2020.03 Provincial Hundred-excellent College Student Award (Top 1%).

📖 Educations

• 2021.09 - present, Ph.D student, Zhejiang University, Hangzhou.
• 2017.09 - 2021.06, Undergraduate, Anhui Agricultural University, Hefei.