DocumentCode :
3542048
Title :
Scale invariant control points based stereo matching for dynamic programming
Author :
Li, Kunpeng ; Wang, Sunan ; Yuan, Mingxin ; Chen, Naijian
Author_Institution :
Sch. of Mech. Eng., Xi´´an Jiaotong Univ., Xi´´an, China
fYear :
2009
fDate :
16-19 Aug. 2009
Abstract :
A stereo matching algorithm based on scale invariant control points is proposed for dynamic programming. Firstly, for the problem of large amount of calculation on SIFT feature extraction algorithm, the stable feature points are extracted from left and right image respectively and described by improved SIFT algorithm. Secondly, basing on the description of feature points, the kd-tree nearest neighbor search algorithm is adopted to match feature points, and then these matched feature points are looked as true matching points. Finally, the whole matching process is finished by using the true matching points as the control points. The experimental results show the method can alleviate the effect of horizontal streaks caused by traditional dynamic programming algorithm and the experimental matching results are satisfactory.
Keywords :
dynamic programming; feature extraction; image matching; stereo image processing; transforms; tree searching; dynamic programming; feature point matching; kd-tree nearest neighbor search algorithm; scale invariant control points; scale invariant feature transform feature extraction algorithm; stable feature point extraction; stereo matching; Computer vision; Decision making; Dynamic programming; Feature extraction; Heuristic algorithms; Instruments; Lighting; Mechanical engineering; Mechanical variables measurement; Stereo vision; control point; dynamic programming; kd-tree; scale invariant; stereo matching;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electronic Measurement & Instruments, 2009. ICEMI '09. 9th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-3863-1
Electronic_ISBN :
978-1-4244-3864-8
Type :
conf
DOI :
10.1109/ICEMI.2009.5274212
Filename :
5274212
Link To Document :
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