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Stereo Matching by Filtering-Based Disparity Propagation.

Authors :
Wang, Xingzheng
Tian, Yushi
Wang, Haoqian
Zhang, Yongbing
Source :
PLoS ONE; 9/14/2016, Vol. 11 Issue 9, p1-8, 8p
Publication Year :
2016

Abstract

Stereo matching is essential and fundamental in computer vision tasks. In this paper, a novel stereo matching algorithm based on disparity propagation using edge-aware filtering is proposed. By extracting disparity subsets for reliable points and customizing the cost volume, the initial disparity map is refined through filtering-based disparity propagation. Then, an edge-aware filter with low computational complexity is adopted to formulate the cost column, which makes the proposed method independent on the local window size. Experimental results demonstrate the effectiveness of the proposed scheme. Bad pixels in our output disparity map are considerably decreased. The proposed method greatly outperforms the adaptive support-weight approach and other conditional window-based local stereo matching algorithms. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
19326203
Volume :
11
Issue :
9
Database :
Complementary Index
Journal :
PLoS ONE
Publication Type :
Academic Journal
Accession number :
118087169
Full Text :
https://doi.org/10.1371/journal.pone.0162939