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 supervised by 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 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 Probabilty Theory, Measure Theory, and others)
[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
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NIO Autonomous, Internship, 2022.01~2022.04
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SAIC Motor Autonomous, Engineer, 2022.07~2023.01, 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
STAT8017 Data mining techniques @ HKU , Spring 2023
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Reviewer for
CVPR, ICCV, ECCV, IEEE TPAMI, IEEE TIP, IEEE TNNLS