Chunhui Zhang

Ph.D. Student

Shanghai Jiao Tong University, China

Biography

I am currently pursuing a Ph.D. degree at Shanghai Jiao Tong University, China. I received my B.S. degree from the School of Mathematics and Computational Science at Hunan University of Science and Technology in 2016. I received my M.S. degree from the Institute of Information Engineering, Chinese Academy of Sciences, and the School of Cyber Security at the University of Chinese Academy of Sciences in 2020. I also spent 2 years (2020-2022) at the Chinese University of Hong Kong, Shenzhen as a research associate. My major research interests are focused on Multimodal UAV tracking, Underwater Vision-Language Tracking, and Embodied AI.

张春辉，上海交通大学电子信息与电气工程学院，信息与通信工程博士四年级在读。中国科学院大学网络空间安全学院，计算机技术硕士。湖南科技大学数学学院，信息与计算科学本科。香港中文大学（深圳）访问研究生。研究领域：无人机多模态目标跟踪，水下视觉-语言目标跟踪，具身智能。已发表国际期刊与会议论文20余篇，其中第一作者或共同一作论文10篇，包括SCI-1区国际期刊IEEE TPAMI、TNNLS，人工智能顶会NeurIPS，多媒体领域顶会ACM MM，医学影像顶会MICCAI，语音顶会ICASSP。曾经获得CVPR 2020 Anti-UAV Challenge第1名，ICCV 2019 VisDrone Task 3 第1名，2018年MathorCup高校数学建模挑战赛研究生组一等奖，2017年中国研究生数学建模竞赛一等奖，2014年全国大学生数学建模竞赛本科组一等奖，2016年湖南省优秀毕业生，2015年本科生国家奖学金，2023年博士生国家奖学金。《燃烧吧！天才程序员》第三季特邀选手。入选2022年上海交通大学卓越工程师后备人才培养专项计划。

Interests

Artificial Intelligence
Multimodal Learning
Visual Tracking
Embodied Intelligence

Education

Ph.D. of Information and Communication Engineering, 2022 - present
Shanghai Jiao Tong University
Master of Computer Technology, 2017 - 2020
University of Chinese Academy of Sciences
Bachelor of Information and Computing Science, 2012 - 2016
Hunan University of Science and Technology

Recent News

All news»

One paper has been accepted by CVPRW 2025.
One paper has been accepted by ICASSP 2025.
One paper has been accepted by NeurIPS 2024.
One paper was published in Neurocomputing 2024.
One paper has been accepted by ACM MM 2023.
One paper was published in IEEE TMI 2023.
One paper has been accepted by ICASSP 2023.
One paper was published in IEEE TPAMI 2023.

Experience

Research Assistant

The Hong Kong University of Science and Technology (Guangzhou)

Jul 2023 – Present Guangzhou, China

Visiting Graduate Student

CUHK-Shenzhen, Shenzhen Research Institute of Big Data

Sep 2020 – Mar 2022 Shenzhen, China

Graduate Internship

State Key Laboratory of Information Security, IIE, CAS

Sep 2017 – Aug 2018 Beijing, China

Intern Algorithm Engineer

Songshan Lake International Robot Industry Park, AgileX

Feb 2017 – Jun 2017 Dongguan, China

Selected Publications

Yizhe Zhu, Chunhui Zhang, Qiong Liu, Xi Zhou. Audio-driven Talking Head Video Generation with Diffusion Model. ICASSP 2023 (Co-first author)

Yixiong Chen, Chunhui Zhang, Chris H. Q. Ding, Li Liu. Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning. IEEE TMI 2023

Chunhui Zhang, Yixiong Chen, Li Liu, Qiong Liu, Xi Zhou. HiCo: Hierarchical Contrastive Learning for Ultrasound Video Model Pretraining. ACCV 2022

Chunhui Zhang, Guanjie Huang, Li Liu, Shan Huang, Yinan Yang, Xiang Wan, Shiming Ge, Dacheng Tao. WebUAV-3M: A Benchmark for Unveiling the Power of Million-Scale Deep UAV Tracking. IEEE TPAMI 2022 (Co-first author)

Yixiong Chen, Chunhui Zhang, Li Liu, Cheng Feng, Changfeng Dong, Yongfang Luo, Xiang Wan. USCL: Pretraining Deep Ultrasound Image Diagnosis Model through Video Contrastive Representation Learning. MICCAI 2021 (Co-first author, Oral)

Kangkai Zhang, Chunhui Zhang, Shikun Li, Dan Zeng, Shiming Ge. Student Network Learning via Evolutionary Knowledge Distillation. IEEE TCSVT 2021

Shiming Ge, Chunhui Zhang, Shikun Li, Dan Zeng, Dacheng Tao. Cascaded Correlation Refinement for Robust Deep Tracking. IEEE TNNLS 2021 (Student First Author)

Chunhui Zhang, Shiming Ge, Kangkai Zhang, Dan Zeng. Accurate UAV Tracking with Distance-Injected Overlap Maximization. ACM MM 2020 (Oral)

Shiming Ge, Zhao Luo, Chunhui Zhang, Yingying Hua, Dacheng Tao. Distilling Channels for Efficient Deep Tracking. IEEE TIP 2020

Shikun Li, Shiming Ge, Yingying Hua, Chunhui Zhang, Hao Wen, Tengfei Liu, Weiqiang Wang. Coupled-View Deep Classifier Learning from Multiple Noisy Annotators. AAAI 2020

Chunhui Zhang, Shiming Ge, Yingying Hua, Dan Zeng. Robust Deep Tracking with Two-step Augmentation Discriminative Correlation Filters. ICME 2019

Projects

Selected research projects and papers.

TNNLS 2021: Cascaded Correlation Refinement for Robust Deep Tracking

In this paper, we propose a cascaded correlation refinement approach to facilitate the robustness of deep tracking. Our approach cascades multiple stages of correlation refinement to progressively refine target localization. We introduce an explicit measure to identify the tracking failure and then leverage a simple yet effective look-back scheme to adaptively incorporate the initial model and on-the-fly model to update the tracking model.

ACM MM 2020: Accurate UAV Tracking with Distance-Injected Overlap Maximization

In this work, we propose distance-injected overlap maximization for accurate UAV tracking. We use distance-injected semantic IoU loss to alleviate the drift problem caused by dual-dynamic disturbances. Furthermore, we conduct feature recalibration network and multi-scale feature concat that improve adaptive feature extraction for UAV targets.

Awards

🏆 Shanghai Jiao Tong University Outstanding Engineer Reserve Talent Training Program, 2022

🏆 The First Prize in Anti-UAV 2020 Challenge, CVPR Workshops 2020.

🏆 The First Prize in VisDrone 2019 Task 3: Single-object Tracking Challenge, ICCV Workshops 2019.

🏆 The First Prize in the Post-graduate Group of the Eighth MathorCup Mathematical Modeling Challenge 2018.

🏆 The First Prize in the China Post-graduate Mathematical Contest in Modeling 2017.

🏆 The Honor of “Excellent Graduate” of the Hunan Province 2016.

🏆 The Second Prize in the American University Students Mathematical Contest in Modeling 2016.

🏆 The National Scholarship 2015.

🏆 The Second Prize in the National University Students Mathematical Modeling Contest 2015.

🏆 The First Prize in the National University Students Mathematical Modeling Contest 2014.

🏆 The National Encouragement Scholarship 2013.

Service

Reviewer of Multiple Journals and Conferences

IEEE Transactions on Image Processing, IEEE Transactions on Neural Networks and Learning Systems, IEEE Transactions on Intelligent Transportation Systems, Pattern Recognition, NeurIPS, CVPR, ICCV, ECCV, AAAI, ACM MM, IJCAI, ICASSP, etc.

Sep 2019 – Present China

Student Member

IEEE

Jan 2022 – Present USA