Mengying YU

I am a perception engineer in Desay SV Automotive Co., Ltd. and focus on vision perception of autonomous vehicles, including BEV 3D detection, lane detection, traffic light detection.

I received my Master degree in Artificial Intelligence at Nanyang Technological University in 2023. Prior to that, I completed my undergraduate studies at the University of Nottingham Ningbo China, where I received a First-Class Honours degree in Computer Science with Artificial Intelligence in 2021. In addition, I received the Head's Scholarship for three consecutive years.

My primary research focus revolves around multimodal understanding and autonomous vehicles perception within the field of computer vision.

Email  /  CV  /  LinkedIn

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Project
Autonomous Vehicles Perception
BEV 3D camera detection
2D/3D traffic light, traffic sign detection (Demo)
2D lane detection (Demo)
3D and 4D object detection auto-labelling
All of these program can be deployed on vehicles and achieve good performance.

Publication
Dataset versus reality: Understanding model performance from the perspective of information need
Mengying Yu, Aixin Sun.
Journal of the Association for Information Science and Technology (JASIST), 2023
Paper / Code

Towards Efficient 3D Object Detection in Bird’s-Eye- Space for Autonomous Driving: A Convolutional-Only Approch
Yuxin Li, Qiang Han, Mengying Yu, Yuxin Jiang, Chai Kiat Yeo, Yiheng Li, Zihang Huang, Nini Liu, Hsuanhan Chen and Xiaojun Wu
The IEEE International Conference on Intelligent Transportation Systems (ITSC) (Oral), 2023
Paper
QuadBEV: An Efficient Quadruple-Task Perception Framework via Birds’-Eye-View Representation
Yuxin Li, Yiheng Li, Xulei Yang, Mengying Yu, Zihang Huang, Xiaojun Wu and Chai Kiat Yeo
The IEEE International Conference on Intelligent Transportation Systems (ITSC) , 2024
Paper
Learning Content-Aware Multi-Modal Joint Input Pruning via Bird's-Eye-View Representation
Yuxin Li, Yiheng Li, Xulei Yang, Mengying Yu, Zihang Huang, Xiaojun Wu and Chai Kiat Yeo
The IEEE International Conference on Intelligent Transportation Systems (ITSC), 2024
Paper

Last update: Oct 2023      Template