RGBD mapping solution for low-cost robot

被引:1
|
作者
Beno, Peter [1 ]
Duchon, Frantisek [1 ]
Hubinsky, Peter [1 ]
Dekan, Martin [1 ]
Tolgyessy, Michal [1 ]
Dobis, Michal [1 ]
机构
[1] Slovak Univ Technol Bratislava, Vazovova 5, Bratislava 81243, Slovakia
关键词
RGBD; Mapping; Feature detector; Visual odometry; SLAM; REGISTRATION;
D O I
10.1007/s00138-022-01275-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper is focused on the proposal and verification of the RGBD mapping system for a small, low-cost mobile robot. The solution's requested properties were easy to replicate and easy to extend for further development on commonly available personal computers. The proposed solution is based on a Kinect sensor. Furthermore, 14 feature detectors were evaluated, and an ORB detector was chosen for the final implementation. In the image, pre-processing CLAHE filter was applied. Post-processing used the modification of the RANSAC method. The final solution proves a globally consistent SLAM based on an RGBD sensor. The article also presents research, which suggests a parallelization scheme of the computational process using a multi-core CPU to achieve real-time processing.
引用
收藏
页数:27
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