Decoder for raw Velodyne packet data
Project description
velodyne_decoder
Python package and C++ library for Velodyne packet decoding. Intended as a light-weight substitute for 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
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