DocumentCode :
3079336
Title :
2D phase-based matching in uncalibrated images
Author :
Xu, Yi ; Zhou, Jun ; Zhai, Guangtao
Author_Institution :
Inst. of Image Commun. & Inf. Process., Shanghai Jiao Tong Univ., China
fYear :
2005
fDate :
2-4 Nov. 2005
Firstpage :
325
Lastpage :
330
Abstract :
A novel 2D phase-based matching approach is proposed to resolve the general stereo image matching problem. It is different from the current uncalibrated matching techniques, most of which obtain 2D dense disparity map after the epipolar geometry has been recovered. In this paper, the disparity is directly estimated by simply establishing correspondences between quaternionic phase structures of two QWF (quaternion wavelet filtered) images. Real and short-length biorthogonal wavelet bases are exploited to build linear-phase quaternion wavelet filters (LPQWFs). Once phases are extracted from the QWF image pair, the disparity estimation is formed as a minimization process of a cost function, which is formulated as a similarity measure for comparing quaternion wavelet phases. With regard to the mismatches near phase singularities, phase stability constraints are imposed on cost aggregation stage. And multi-scale matching strategy is introduced to avoid phase wrapping problem and improve convergence speed. The experimental results are encouraging in various image pairs.
Keywords :
filtering theory; image matching; minimisation; stereo image processing; wavelet transforms; 2D dense disparity map; 2D phase-based matching; cost aggregation stage; cost function; disparity estimation; epipolar geometry; linear-phase quaternion wavelet filters; minimization process; multiscale matching strategy; phase stability constraints; phase wrapping problem; quaternion wavelet filtered images; stereo image matching problem; Cost function; Filters; Geometry; Image matching; Image resolution; Phase estimation; Phase measurement; Quaternions; Stability; Wrapping;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Systems Design and Implementation, 2005. IEEE Workshop on
ISSN :
1520-6130
Print_ISBN :
0-7803-9333-3
Type :
conf
DOI :
10.1109/SIPS.2005.1579887
Filename :
1579887
Link To Document :
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