I am currently a 3nd-year PhD student of AIM Lab at National Engineering Research Center for Multimedia Software (国家多媒体软件工程技术研究中心), Wuhan University (武汉大学), extremely fortunate to be supervised by Prof. Zheng Wang. Throughout my studies, I have been fortunate to collaborate closely with Zhixiang Wang. I obtained my master’s degree from Wuhan University of Science and Technology, under the supervision of Prof. Xin Xu.
My research interests lie in data-centric AI, such as subset selection for computer vision (for robust AI and green AI).
If you are seeking any form of academic cooperation on subset selection, please feel free to email at wanzjwhu@whu.edu.cn.
🔥 Recent News
- 2024.10: 🎉🎉 One co-authored paper was accepted by TOMM!
- 2024.07: 🎉🎉 One co-authored paper was accepted by ACM MM2024!
- 2023.12: 🎉🎉 One paper was accepted by AAAI2024!
- 2023.10: 🎉🎉 One paper was accepted by TITS!
- 2023.09: 🎉🎉 One paper (Dataset-Refinement-for-Computer-Vision survey) was accepted by ACM Computing Survey!
📝 Publications
Contributing Dimension Structure of Deep Feature for Coreset Selection
Zhijing Wan, Zhixiang Wang, Yuran Wang, Zheng Wang*, Hongyuan Zhu, and Shin’ichi Satoh
AAAI, 2024
- For the first time in coreset selection, we explicitly introduce information on the Contributing Dimension Structure (CDS) via the proposed CDS metric to enrich the diversity of CDS in the coreset.
A Survey of Dataset Refinement for Problems in Computer Vision Datasets
Zhijing Wan, Zhixiang Wang, CheukTing Chung, Zheng Wang*
ACM Computing Surveys, 2023
- We summarize and analyze the various problems encountered in large-scale computer vision datasets.
- We provide a comprehensive and structured overview of recent advances in dataset refinement (data sampling, data subset selection, and active learning) for problematic computer vision datasets.
ACM MM 2024Devil is in Details: Locality-Aware 3D Abdominal CT Volume Generation for Organ Segmentation, Yuran Wang, Zhijing Wan, Yansheng Qiu, Zheng Wang, ACM MM 2024T-ITS 2023From Multi-Source Virtual to Real: Effective Virtual Data Search for Vehicle Re-Identification, Zhijing Wan, Xin Xu, Zheng Wang, Zhixiang Wang, Sheng Zhao, and Ruimin Hu, IEEE Transactions on Intelligent Transportation Systems 2023IJIS 2022Efficient virtual data search for annotation‐free vehicle reidentification, Zhijing Wan, Xin Xu*, Zheng Wang, Toshihiko Yamasaki, Xiaolong Zhang, and Ruimin Hu, International Journal of Intelligent Systems, 2022 (Cover paper)
📖 Educations
- 2022.09 - now, Doctoral, Wuhan University, Wuhan.
- 2023.10 - 2024.10, Visiting Ph.D, Shin’ichi Satoh’s Lab, Japan.
- 2020.09 - 2022.06, Master, Wuhan University of Science and Technology, Wuhan.
- 2016.09 - 2020.06, Undergraduate, Wuhan University of Science and Technology, Wuhan.
Updated in Oct. 2024
Thanks Yi Ren for this amazing homepage template.