velodyne_decoder

Python package and C++ library for Velodyne packet decoding. Intended as a light-weight substitute for the velodyne_driver in ROS with minimal external dependencies.

The resulting decoded data is provided as a structured NumPy array in Python and an array of structs in C++.

array([(8.327308, -2.161341, 0.3599853, 85., 17, -0.04960084),
       (8.323784, -2.9578836, 0.27016047, 102., 15, -0.04959854),
       (8.184404, -2.845847, -0.8741639, 39., 2, -0.04959623), ...,
       (8.369528, -2.8161895, 2.307987, 17., 31, 0.00064051),
       (8.377898, -3.2570598, 1.7714221, 104., 30, 0.00064282),
       (8.358282, -2.8030438, 0.31229734, 104., 16, 0.00064282)],
      dtype={'names': ['x', 'y', 'z', 'intensity', 'ring', 'time'],
             'formats': ['<f4', '<f4', '<f4', '<f4', '<u2', '<f4'], 'offsets': [0, 4, 8, 16, 20, 24], 'itemsize': 32})

The layout of the structs and the array is identical to the PointXYZIRT point clouds output by the ROS driver.

Installation

Wheels are available from PyPI for Linux, MacOS and Windows. Python versions 2.7 and 3.6+ are supported.

pip install velodyne-decoder

Alternatively, you can build and install the development version from source.

sudo apt-get install cmake build-essential python3-dev
pip install git+https://github.com/valgur/velodyne_decoder.git

Usage

Decoding Velodyne data from a ROS bag

from rosbag import Bag
import velodyne_decoder as vd

config = vd.Config()
config.model = '32C'
config.calibration_file = '/opt/ros/noetic/share/velodyne_pointcloud/params/VeloView-VLP-32C.yaml'
config.min_range = 0.3
config.max_range = 130
decoder = vd.ScanDecoder(config)

bagfile = 'xyz.bag'
lidar_topics = ['/velodyne_packets']
cloud_arrays = []
with Bag(bagfile) as bag:
    for topic, scan_msg, ros_time in bag.read_messages(lidar_topics):
        cloud_arrays.append(decoder.decode_message(scan_msg))

config.model and config.calibration_file are required. For a list of supported model IDs see

>>> velodyne_decoder.Config.SUPPORTED_MODELS
['VLP16', '32C', '32E', 'VLS128']

For the calibration file you can use the one provided with the velodyne driver matching your model.

Additional optional config parameters are min_range and max_range in meters and min_angle and max_angle in degrees.

Authors

Martin Valgur (@valgur) – this library.

The core functionality has been adapted from the ROS velodyne driver.

License

BSD 3-Clause License

aztennenbaum / velodyne_decoder Goto Github PK