ZHANG Kaiyan
Education
The University of Hong Kong (HKU) Sept.2023-Now
Master of Science in Artificial Intelligence
Harbin Institute of Technology (HIT) Sept.2017-Jun.2021
Bachelor of Electrical Engineering and Automation
Professional Experience
Algorithm Engineer in BYD Auto Industry Co., Ltd. - Shenzhen, China
Jul.2021-Aug.2023
Algorithm Development
- Conducted research on 3D occupancy prediction
- Developed the state estimation based on linear Kalman filter of multi-sensor fusion algorithm in ADAS (Advanced Driver Assistance System), now mass-produced on BYD Han’s cars
- Developed the parking space detection algorithm in APA (Auto Parking Assist) system, introduced Associative Embedding and increased the slot recall rate by 8%
- Developed the middleware for Horizon Journey 2 and J3 chips, such as image transmission, analysis of code performance etc.
Project Management
- Led a collaboration with data annotation services providers, managing transaction over ¥2 million. Responsibilities included researching and selecting partners, and authoring data annotation standards adopted by BYD
- Responsible for communicating and coordinating with upstream and downstream business departments on technical requirements
Publications
Papers
- A Survey of Semantic Matching (In Progress)
- Zhang K, Feng, X. A Vehicle Classification Method Based on Deep Learning and Data Augmentation. In International Conference on Optics and Machine Vision (ICOMV 2023), Proc. SPIE (Vol.12634, p.1263408). (EI)
- Zhang K, Feng, X. A Vehicle Classification Method Based on Improved ResNet. In 2022 2nd Conference on High Performance Computing and Communication Engineering (HPCCE 2022), Proc. SPIE (Vol.12605, p.1260506). (EI)
Patents
- 障碍物检测模型的训练方法、障碍物检测方法及存储介质, CN118918403A, Published on October 8, 2024, Primary Inventor.
- 目标检测方法、车辆及存储介质, CN118692050A, Published on September 24, 2024, Primary Inventor.
- 路面识别方法、计算机可读存储介质、控制器和车辆, CN118537823A, Published on August 23, 2024, Primary Inventor.
- 车位检测方法、装置、车辆及存储介质, CN117671632A, Published on March 8, 2023, Primary Inventor.
- 一种图像识别方法及相关装置 (Application Number: 202410870834.1), Co-Inventor.
- 目标检测方法、目标检测模型训练方法及相关产品 (Application Number: 202410930991.7), Co-Inventor.
- 一种车辆控制方法及相关装置 (Application Number: 202411048581.6), Co-Inventor.
Project Experience
Algorithm Design of Model-based Motor Control
Jan.2021-Jun.2021
- Capstone Project: Designed mathematical model of the motor by MATLAB, implemented the PID algorithm for precise control, and developed embedded software code to achieve optimal performance
RoboMaster University Championship
Sept.2018-May.2020
- As a member of the electronic control group, completed the control codes of robots
- As a project manager, planned and coordinated the project progress of mechanical, electronic control, and visual algorithm groups
Awards & Certifications
Awards
- National Second-Class Award in RoboMaster University Championship Aug.2019
- Provincial First-Class Award in North Division RoboMaster University Championship Jun.2019
- Social Work Scholarship Jun.2020
Certifications
- Microsoft Certified: Azure AI Fundamentals Sept.2023
- Career Essentials in Generative AI by Microsoft and LinkedIn Aug.2023
Professional Skills
- Python, C++, C, LaTex, Linux, Shell, MATLAB, Simulink
- Proficient in autonomous driving data workflows, encompassing collection, processing, and annotation
- Experienced in embedded terminal deployment