Unsupervised matching of visual landmarks for robotic homing using Fourier-Mellin transform

被引:9
作者
Cassinis, R [1 ]
Duina, D [1 ]
Inelli, S [1 ]
Rizzi, A [1 ]
机构
[1] Univ Brescia, Dept Electron Automat, I-25100 Brescia, Italy
关键词
robot navigation; visual navigation; robot sensors; landmark navigation;
D O I
10.1016/S0921-8890(02)00238-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an algorithm that uses visual information to achieve the homing of an autonomous agent inside a previously visited environment. An image grabbed at the target position is compared with the currently perceived one to determine the relative position of the robot and of its target. Only particular regions of the image, called Visual References, are taken into account. A Visual References correlation criterion that uses the Fourier-Mellin Transform to match the Visual References in different images is employed. This transform in fact allows computing Visual References that are invariant to rotation, scaling and translation. Robustness due to the use of the Mellin Transform in the Visual References selection and coupling leads to more precise navigation. Tests and results are presented. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:131 / 138
页数:8
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