Chengqi (William) Li

Chengqi (William) Li

Bio

I am Chengqi (William) Li, a master’s student in Electrical and Computer Engineering specializing in computer vision for robotics and autonomous driving, with a focus on 3D perception.

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Projects

VRU tracking in LiDAR point cloud
Inspired by Spatio-Temporal Tracking paradigms, we leverage LiDAR data to track pedestrians in 3D space.
Oct 1, 2023
VRU tracking in LiDAR point cloud
YourArXiv.com -- a Personalized ArXiv with Embedding based recommendation
Inspired by language model for recommendation, we leverage Ada2 model to build a personalized ArXiv recommendation system.
Apr 20, 2023
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YourArXiv.com -- a Personalized ArXiv with Embedding based recommendation
Deployment and optimization pipeline for YOLOv5 models on detection and segmentation tasks
Deployment and optimization pipeline for YOLOv5 models on detection and segmentation tasks
Dec 18, 2022 Object Detection
Deployment and optimization pipeline for YOLOv5 models on detection and segmentation tasks

Blogs

How Neural Networks memorize data
An exploration of how neural networks can memorize training data, the implications for generalization, and techniques to mitigate overfitting.
Sep 2, 2023 1 min read
How Transformer works in Machine Translation (with code)
An in-depth look at the Transformer architecture and its implementation in PyTorch for machine translation tasks.
Feb 21, 2023 4 min read

Topics

Javascript Knowledge Distillation LiDAR NLP Object Detection Object Tracking Python Quantization Recommendation System Semantic Segmentation