Loop Closure Detection using Depth Images

被引：0

作者：

Scherer, Sebastian A. ^{[1
]}

Kloss, Alina ^{[1
]}

Zell, Andreas ^{[1
]}

机构：

[1] Univ Tubingen, Dept Comp Sci, Tubingen, Germany

来源：

2013 EUROPEAN CONFERENCE ON MOBILE ROBOTS (ECMR 2013) | 2013年

关键词：

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

We investigate the question whether loop closure detection using depth images is feasible using currently available depth features. For this reason, we collected a benchmark dataset consisting of a total number of 15 logfiles with several loops in various environments, implemented a modular and easily extensible loop closure detector and used this to evaluate the adequacy of state-of-the art depth features on our benchmark dataset. To allow for a fair comparison, we determined the best values for the sometimes large number of user-chosen parameters using a large-scale grid search. Since our benchmark dataset contains both depth and RGB images, we can compare the performance relying on depth features with the performance achieved when using intensity image features.

引用

页码：100 / 106

页数：7

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