Automatic High Definition Map Generation

Avatar of 張芷瑀.
Avatar of 張芷瑀.

Automatic High Definition Map Generation

-
Taiwan

Automatic High Definition Map Generation

GithubPaper


  • Automated the creation of HD traffic sign maps for autonomous vehicles by customizing 3D and 2D neural networks for point cloud segmentation and image classification, enabling precise geolocation data and semantic information extraction. 


Tech Stack: Python, 3D & 2D Deep Learning, tensorflow-gpu

An automated process of generating traffic sign HD maps for autonomous vehicles. Tailored the PointNet neural network model to enhance traffic sign segmentation, resulting in 83% average recall rate. Adjusted GoogLeNet model to attain an accuracy rate over 90% in classifying traffic signs. The proposed process provides a more efficient approach to extracting information from mobile mapping systems.
Avatar of the user.
Please login to comment.

Published: Sep 19th 2023
33
8
0

Tools

linux
Linux
tensorflow
TensorFlow
python
Python

Share