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Detection and Tracking ROS node based on CenterPoint and Kalman Filter

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JYS997760473/CenterPoint-ROS-Detection-and-Tracking

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CenterPoint-ROS-Detection-and-Tracking

Environment

  • Hardware
    • GPU Nvidia RTX4060
  • Software
    • Ubuntu 20.04
    • ROS noetic
    • TensorRT 8.6.1.6
    • CUDA 11.8
    • cuDNN 8.9.7
scene1.webm

Build

  • Please First Update your TensorRT include and library path in CMakeLists.txt's line 32 (TENSORRT_INCLUDE_DIRS) and 33 (TENSORRT_LIBRARY_DIRS).
cd <your catkin_workspace>/src
git clone [email protected]:JYS997760473/CenterPoint-ROS-Detection-and-Tracking.git
catkin build centerpoint_detection

Perpare nuscenes rosbag

Or can download a demo rosbag from Google Drive

Detection

roslaunch centerpoint_detection_and_tracking centerpoint_detection.launch
rosbag play <rosbag.bag>

Detection and Tracking

roslaunch centerpoint_detection_and_tracking centerpoint_detection_and_tracking.launch
rosbag play <rosbag.bag>

Reference

CUDA-CenterPoint

nuscenes2bag

AutoLidarPerception

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Detection and Tracking ROS node based on CenterPoint and Kalman Filter

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