Chang-Bin Zhang张长彬Ph.D Student
The University of Hong Kong |
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I am currently a Ph.D student working with Dr. Yujie Zhong and Prof. Kai Han at The University of Hong Kong (HKU) . Before that, I spent wonderful years at Nankai University (NKU), supervised by Prof. Ming-Ming Cheng and received my M.Eng degree in Computer Science.
My research interests lie in the development of open and robust scene understanding systems, with a specific focus on transfer learning, perception for autonomous driving, and open scene understanding, among other related areas.
News
[01/2024] I have passed [STAT 6008] Advanced Statistical Inference
[01/2024] I have passed [STAT 6009] Research Methods in Statistics (Advanced Probability Theory and Measure Theory)
[04/2023] One paper is accepted to CVPR 2023
[03/2022] One paper is accepted to CVPR 2022
[07/2021] One paper is accepted to ICCV 2021
[06/2021] Two papers are accepted to IEEE TIP 2021
[05/2021] One paper is accepted to IEEE TPAMI 2021
Publications
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Endpoints Weight Fusion for Class Incremental Semantic Segmentation
Jia-Wen Xiao*, Chang-Bin Zhang*, Jiekang Feng, Xialei Liu, Joost van de Weijer and Ming-Ming Cheng
IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR), 2023
[IEEE/CVF] [code] -
Representation Compensation Networks for Continual Semantic Segmentation
Chang-Bin Zhang*, Jia-Wen Xiao*, Xialei Liu, Yingcong Chen and Ming-Ming Cheng
IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR), 2022
[IEEE/CVF] [arXiv] [中译版] [code] -
Delving Deep into Label Smoothing
Chang-Bin Zhang*, Peng-Tao Jiang*, Qibin Hou, Yunchao Wei, Qi Han, Zhen Li and Ming-Ming Cheng
IEEE Transactions on Image Processing (IEEE TIP), 2021
[IEEE Explore] [arXiv] [中译版] [code] -
LayerCAM: Exploring Hierarchical Class Activation Maps For Localization
Peng-Tao Jiang*, Chang-Bin Zhang*, Qibin Hou, Ming-Ming Cheng and Yunchao Wei
IEEE Transactions on Image Processing (IEEE TIP), 2021
[IEEE Explore] [中译版] [code] [ESI Highly Cited Paper (1%)] -
Personalized Image Semantic Segmentation
Yu Zhang, Chang-Bin Zhang, Peng-Tao Jiang, Ming-Ming Cheng and Mao Feng
IEEE/CVF International Conference on Computer Vision (ICCV), 2021
[IEEE/CVF] [arXiv] [中译版] [code] -
Deep Hough Transform for Semantic Line Detection
Kai Zhao*, Qi Han*, Chang-Bin Zhang, Jun Xu, and Ming-Ming Cheng
IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2021
[IEEE Explore] [arXiv] [中译版] [code] [ESI Highly Cited Paper (1%)]
Experience
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DJI Autonomous, Internship, 2021.06~2021.08, Shenzhen
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NIO Autonomous, Internship, 2022.01~2022.04, Beijing
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SAIC Motor Autonomous, Engineer, 2022.07~2023.01, Shanghai, work closely with Dr. Peixuan Li
Honors & Awards
- Nankai - SK Hynix Scholarship, 2020 / 2021 (42000 CNY)
- National Scholarship, 2017 / 2018 (16000 CNY)
- Silver Medal of International Collegiate Programming Contest (ACM-ICPC) Asia Regional Contest, 2017
- First Prize of JiangSu Province Collegiate Programming Contest (JSCPC), 2017
- First Prize of China Collegiate Computer Contest Group Programming Ladder Tournament in National Finals, 2018
- Special Prize of China Collegiate Computer Contest Group Programming Ladder Tournament in Jiangsu Province, 2018
Professional Activities
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Teaching
APAI 4012 High Performance Computing @ HKU , Spring 2024
STAT2604 Introduction to R/Python programming and elementary data analysis @ HKU , Fall 2023 / 2024
STAT8017 Data mining techniques @ HKU , Spring 2023
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Reviewer for
CVPR, ICCV, ECCV, ICLR, AAAI, IEEE TPAMI, IEEE TIP, IEEE TNNLS