Point cloud obstacle detection with the map filtration
–arXiv.org Artificial Intelligence
Abstract--Obstacle detection is one of the basic tasks of a robot movement in an unknown environment. The use of a LiDAR (Light Detection And Ranging) sensor allows one to obtain a point cloud in the vicinity of the sensor. After processing this data, obstacles can be found and recorded on a map. For this task, I present a pipeline capable of detecting obstacles even on a computationally limited device. The pipeline was also tested on a real robot and qualitatively evaluated on a dataset, which was collected in Brno University of Technology lab. Time consumption was recorded and compared with 3D object detectors.
arXiv.org Artificial Intelligence
Apr-11-2024
- Country:
- Europe > Czechia > South Moravian Region > Brno (0.25)
- Genre:
- Research Report (0.50)
- Industry:
- Information Technology (0.47)
- Technology: