Jiayin Zhu
I am currently a first year M.Phil student at The Hong Kong University of Science and Technology (HKUST), advised by Prof.Dengbo He. Prior to joining HKUST, I was a visiting undergraduate student in Tsinghua University, advised by Prof. Huaping Liu and Prof. Xinyu Zhang. I received a Bachelor’s degree in Internet Of Things Engineering from Zhengzhou University ( honored undergraduate) in the summer of 2024.
My research focus on:
AI for transportation,multi-modal fusion
Human factors in automation
VLMs in autonomous driving & explainable self-driving
Research
Publications
[1] FMDNet: Feature-Attention-Embedding-Based Multimodal-Fusion Driving-Behavior-Classification Network. Wenzhuo Liu, Yicheng Qiao, Guoying Zhang, Jiayin Zhu, Bozhang Xu, Zhiwei Li. IEEE Transactions on Computational Social Systems. [PDF][Code]
[2] Improving offline map-matching via a trajectory representation learning method with diffusion-based trajectory generation. Jiayin Zhu , Zhengyi Ma , Yan Li , Genwang Liu et.al , 2024 TRB Annual Meeting. [PDF][Code]
[3] Yolo-Point:Lidar-Image Fusion based on yolov5 and Pointnet++ for 3D Objection Perception. Zhengyi Ma , Jiayin Zhu , Jiayi Lu , Zhenliang Li , Genwang Liu, 2024 TRB Annual Meeting.[PDF][Code]
[4] MFE-SSNet: Multi-Modal Fusion-Based End-to-End Steering Angle and Vehicle Speed Prediction Network. Yi Huang , Wenzhuo Liu , Jiayin Zhu, Lei Yang , Yaoyu Li , Qiannan Guo, Hanqi Jiang. 1.CN202310898967.5[P].[PDF] 2.Automative Innovation.[Code][Paper]
[5] Ultrasonic Lamb wave damage detection of CFRP composites using the Bayesian neural network. Kai Luo , Jiayin Zhu , Zhenliang Li , Huimin Zhu , Long Zhuang , Zhibo Yang et.al , Journal of Nondestructive Evaluation.[PDF]
News
08/02/2024👏
Our paper "FMDNet: Feature-Attention-Embedding-Based Multimodal-Fusion Driving-Behavior-Classification Network." has been accepted for publication in IEEE Transactions on Computational Social Systems. 🎉
02/05/2024💗
Our paper "Ultrasonic Lamb wave damage detection of CFRP composites using the Bayesian neural network" has been accepted for publication in the Journal of Nondestructive Evaluation. 🥰
09/27/2023🏆
Two of my papers focusing on 3D objection detection and map-matching have been accepted by the 2024 TRB meeting.
02/01/2023🌻
I join as visiting undergraduate student in the School of Vehicle and Mobility in Tsinghua University, co-advised Prof. Huaping Liu and by Prof. Xinyu Zhang.