Junfeng Ren
M.S. Student, SUSTech
Computer Vision | Autonomous Driving
junfengren3253@gmail.com
Shenzhen, China
I am a postgraduate student at Southern University of Science and Technology (SUSTech), working in computer vision and autonomous driving perception.
My research focuses on 3D semantic occupancy prediction, collaborative perception, and efficient multi-agent communication. I am particularly interested in token-based representations and spatio-temporal modeling for large-scale scene understanding.
Currently, I am developing LiteTokenOcc, a collaborative 3D occupancy prediction framework designed to improve communication efficiency and perception accuracy in multi-agent autonomous driving scenarios.
I am actively preparing for Ph.D. applications for Fall 2027. My long-term goal is to build efficient and reliable perception systems for real-world autonomous driving.
I am currently seeking research internship or research assistant opportunities for Summer 2026, and am open to collaboration in related areas.
Tech Blog
| Mar 17, 2026 | Machine Learning Theory |
|---|---|
| Mar 11, 2026 | Mathematical Foundations for Transformers |
| Mar 05, 2026 | Mathematical Foundations for Machine Learning and Computer Vision |
Recent Work
- AIKIIEScheduling Optimization Design of IoT Embedded System Based on Improved RMS AlgorithmIn 2023 International Conference on Ambient Intelligence, Knowledge Informatics and Industrial Electronics (AIKIIE), 2023
- In PrepLearning to Merge Tokens for Communication-Efficient Collaborative Occupancy PredictionIn preparation for submission, 2026
- In PrepRate-Distortion in Efficient Multi-Agent Perception: A Unified Framework for Communication and Memory OptimizationIn preparation for submission, 2026