Terrain Classification Using Laser Range Finder

被引:0
作者
Walas, Krzysztof [1 ]
Nowicki, Michal [1 ]
机构
[1] Poznan Univ Tech, Fac Elect Engn, PL-60965 Poznan, Poland
来源
2014 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2014) | 2014年
关键词
D O I
暂无
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 presents terrain classification method based on the intensity readings from Laser Range Finder. The classification is performed on the feature vectors obtained using statistical descriptors or Fourier Transform computed for the patches of the intensity map for each terrain sample. As a classifier Support Vector Machines were used. For the set of 12 terrains results of classification are reaching the level of 98% of the correctly recognized terrain samples. The proposed approach has a low computational cost, which is required for its real time applications. The article begins with the description of the experimental setup followed by the presentation of the proposed feature vectors for the registered intensity maps. Next, classification results, using introduced features, are given and compared to other approaches found in literature. At the end concluding remarks are given.
引用
收藏
页码:5003 / 5009
页数:7
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