Yuxin LI

I'm currently a Principal Research Scientist at Desay SV in Singapore, where I lead research on end-to-end perception methods and generative methods for autonomous driving.

I received my Ph.D. in Computer Science from Nanyang Technological University (NTU), Singapore, under the supervision of Professor Yeo Chai Kiat.

Prior to that, I worked for 5 years as a Research Engineer in the fields of machine translation and video analysis.

I'm generally interested in efficient and robust methods for realistic low-latency solutions on edge devices.

Email / CV / Scholar / LinkedIn / Github

Research

I'm interested in world models, new view synthesis, multi-task learning and system pruning. Most of my work focuses on simplifying complex systems to make them more robust and efficient.

	Towards Efficient 3D Object Detection in Bird's-Eye-Space for Autonomous Driving: A Convolutional-Only Approach Yuxin Li, Qiang Han, Mengying Yu, Yuxin Jiang, Chai Kiat Yeo, Yiheng Li, Zihang Huang, Nini Liu, Hsuanhan Chen, Xiaojun Wu The IEEE International Conference on Intelligent Transportation Systems (ITSC) (Oral), 2023 paper
	Learning Content-Aware Multi-Modal Joint Input Pruning via Birds's-Eye-View Representation Yuxin Li, Yiheng Li, Xulei Yang, Mengying Yu, Zihang Huang, Xiaojun Wu, Chai Kiat Yeo The IEEE International Conference on Intelligent Transportation Systems (ITSC) 2024 paper
	QuadBEV: An Efficient Quadruple-Task Perception Framework via Birds's-Eye-View Representation Yuxin Li, Yiheng Li, Xulei Yang, Mengying Yu, Zihang Huang, Xiaojun Wu, Chai Kiat Yeo The IEEE International Conference on Intelligent Transportation Systems (ITSC) 2024 paper
	Improving 3D Occupancy Prediction through Class-Balancing Loss and Multi-Scale Representation Huizhou Chen, Jiangyi Wang, Yuxin Li, Na Zhao, Jun Cheng, Xulei Yang The IEEE Conference on Artificial Intelligence (CAI) 2024 paper
	An Efficient Deep Video Model For Deepfake Detection Ruipeng Sun, Ziyuan Zhao, Li Shen, Zeng Zeng, Yuxin Li, Bharadwaj Veeravalli, Xulei Yang 2023 IEEE International Conference on Image Processing (ICIP) paper
	Controlling Facial Attribute Synthesis by Disentangling Attribute Feature Axes in Latent Space Qiyu Wei, Weihua Zheng, Yuxin Li, Zhongyao Cheng, Zeng Zeng, Xulei Yang 2023 IEEE International Conference on Image Processing (ICIP) paper

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