A Stereo Vision Based Obstacle Detection System for Agricultural Applications

被引:16
|
作者
Fleischmann, Patrick [1 ]
Berns, Karsten [1 ]
机构
[1] Univ Kaiserslautern, Dept Comp Sci, Robot Res Lab, D-67663 Kaiserslautern, Germany
关键词
CLASSIFICATION;
D O I
10.1007/978-3-319-27702-8_15
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an obstacle detection system for field applications is presented which relies on the output of a stereo vision camera. In a first step, it splits the point cloud into cells which are analyzed in parallel. Here, features like density and distribution of the points and the normal of a fitted plane are taken into account. Finally, a neighborhood analysis clusters the obstacles and identifies additional ones based on the terrain slope. Furthermore, additional properties can be easily derived from the grid structure like a terrain traversability estimation or a dominant ground plane. The experimental validation has been done on a modified tractor on the field, with a test vehicle on the campus and within the forest.
引用
收藏
页码:217 / 231
页数:15
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