KiTTI Data Processing and 3D CNN for Vehicle Detection

January 5, 2018 ยท View on GitHub

3D CNN for Vehicle Detection

3D Fully Convolutional Network using PointCloud data for Vehicle Detection
Reference: 3D Fully Convolutional Network for Vehicle Detection in Point Cloud https://arxiv.org/pdf/1611.08069.pdf

Main File is "model_01_deconv.py"
Data Loading Function is "input_velodyne.py"

Example (3D Bounding Box:8 Vertices) Not executing NMS

Requirement

  • Python
  • tensorflow
  • ROS
  • Python-PCL (If you will not use pcl, please comment out related code in input_velodyne.py

KiTTI Data Processing

Dataset is KITTI 3D Object Detection Datasets
http://www.cvlibs.net/datasets/kitti/eval_object.php?obj_benchmark=3d

  • Velodyne PointCloud
  • training labels
  • Calibration