Title :
Wide-baseline stereo matching using ASIFT and POC
Author :
Ishii, Jun ; Sakai, Shin´ichi ; Ito, Kei ; Aoki, Toyohiro
Author_Institution :
Grad. Sch. of Inf. Sci., Tohoku Univ., Sendai, Japan
fDate :
Sept. 30 2012-Oct. 3 2012
Abstract :
This paper proposes an accurate, dense and robust wide-baseline stereo correspondence matching method combining ASIFT (Affine-SIFT) and POC (Phase-Only Correlation). ASIFT-based matching is robust against perspective deformation of the stereo images, while the corresponding points are sparse. POC-based matching can find dense correspondence, while the corresponding points are not reliable in the case of the wide-baseline stereo. The complementary use of ASIFT and POC makes it possible to find accurate and dense stereo correspondence regardless of the length of camera baseline. Through a set of experiments, we demonstrate that the proposed method exhibits efficient performance compared with the conventional methods. We also apply the proposed method to 3D reconstruction from multi-view images.
Keywords :
affine transforms; correlation methods; image matching; image reconstruction; stereo image processing; 3D reconstruction; ASIFT; POC; affine-scale-invariant feature transform; camera baseline; multiview images; phase-only correlation; stereo images; widebaseline stereo correspondence matching method; Abstracts; Cameras; 3D reconstruction; ASIFT; Phase-Only Correlation; stereo correspondence; wide-baseline stereo;
Conference_Titel :
Image Processing (ICIP), 2012 19th IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4673-2534-9
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2012.6467525