DocumentCode :
2095707
Title :
A reliable feature matching method in omnidirectional views for autonomous map generation of a mobile robot
Author :
Lee, Young Jin ; Chung, Myung Jin
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Korea Adv. Inst. of Sci. & Technol., Taejon, South Korea
Volume :
2
fYear :
2001
fDate :
2001
Firstpage :
895
Abstract :
Deals with a matching problem of finding correspondences of features in two omnidirectional images. The proposed method combines the advantages of correlation-based matching and dynamic programming to yield reliable matching results. Our method works well even when some features in one image don´t have corresponding features in the other. The search space of the dynamic programming can be reduced by the geometric constraints that the omnidirectional vision sensor provides. We also present a recursive scheme for position estimation of the matched features, so that on-line map generation is possible. Experimental results show that zero failure rate of matching in an indoor environment can be obtained and that a feature-drawing map can be successfully constructed by the proposed feature matching algorithm and map building method
Keywords :
dynamic programming; feature extraction; image matching; image sensors; mobile robots; robot vision; autonomous map generation; correlation-based matching; dynamic programming; feature-drawing map; mobile robot; omnidirectional images; omnidirectional views; omnidirectional vision sensor; position estimation; recursive scheme; reliable feature matching method; Cameras; Dynamic programming; Feature extraction; Image sensors; Mobile robots; Nonlinear optics; Optical distortion; Optical sensors; Sensor phenomena and characterization; Sensor systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Robots and Systems, 2001. Proceedings. 2001 IEEE/RSJ International Conference on
Conference_Location :
Maui, HI
Print_ISBN :
0-7803-6612-3
Type :
conf
DOI :
10.1109/IROS.2001.976282
Filename :
976282
Link To Document :
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