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I am currently a first year M.Phil student at The Hong Kong University of Science and Technology (HKUST), 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 Interests Focus On:
LLM agent
Multi-modal large langue models（mllm）
VLM for scenario QA
Research
Publications
[CVPR ’ 25] FMDNet: Feature-Attention-Embedding-Based Multimodal-Fusion Driving-Behavior-Classification Network.
Wenzhuo Liu, Yicheng Qiao,Qiannan Guo, Jiayin Zhu, Pengfei Li, Zilong Chen, Huiming Yang, Zhiwei Li, Lening Wang ,Tiao Tan, Huaping Liu*.
The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR) [PDF][Code]
2. [TITS' 25]UMD-Net: A Unified Multi-Task Assistive Driving Network Based on Multimodal Fusion .
Wenzhuo Liu, Yicheng Qiao, Jiayin Zhu, Zhiwei Li, Wenshuo Wang, Li Wang, Hong Wang, Huaping Liu*, Kunfeng Wang.
IEEE Transactions on Computational Social Systems(TITS) , 2025 [Code]
3. [TRB'24] Improving offline map-matching via a trajectory representation method with diffusion-based trajectory generation.
Jiayin Zhu , Zhengyi Ma , Yan Li , Zhengliang Li, Jiayi Lu, Genwang Liu* , 2024 TRB Annual Meeting. [PDF][Code]
4. [TRB'24] Yolo-Point:Lidar-Image Fusion based on yolov5 and Pointnet++ for 3D Objection Perception.
Jiayin Zhu , Zhengyi Ma ,Jiayi Lu , Zhenliang Li , Xihan Cao, Genwang Liu*, 2024 TRB Annual Meeting.[PDF][Code]
5. [TCSS' 24] 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]
6. [JNE'24] 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
2025.04.15 🥰
Our paper "UMD-Net: A Unified Multi-Task Assistive Driving Network Based on Multimodal Fusion " has been accepted for publication in IEEE Transactions on Intelligent Transportation Systems . 🎉
2025.04.03⭐
Our paper "MMTL-UniAD: A Unified Framework for Multimodal and Multi-Task Learning in Assistive Driving Perception " has been accepted for 2025 CVPR！🎉
2024.09.01🌻
I join as M.Phil student at The Hong Kong University of Science and Technology. My research focus on vision-language modle and HCI.
2024.08.02👏
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. 🎉
2024.02.05💗
Our paper "Ultrasonic Lamb wave damage detection of CFRP composites using the Bayesian neural network" has been accepted for publication in Journal of Nondestructive Evaluation. 🥰
2023.09.27🏆
Two of my papers focusing on 3D objection detection and map-matching have been accepted by the 2024 TRB meeting.
2023.02.01🌻
I join as visiting undergraduate student in Tsinghua University, co-advised Prof. Huaping Liu and by Prof. Xinyu Zhang. My research focus on multi-modal fusion.
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