A fast area-based stereo matching algorithm

被引:210
作者
Di Stefano, L
Marchionni, M
Mattoccia, S
机构
[1] Univ Bologna, Dept Elect Comp Sci & Syst, I-40136 Bologna, Italy
[2] Adv Res Ctr, Elect Syst Informat & Commun Technol Ercole Castr, I-40135 Bologna, Italy
关键词
stereo; area-based; real-time; uniqueness constraint; bidirectional matching;
D O I
10.1016/j.imavis.2004.03.009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes an area-based stereo algorithm suitable to real time applications. The core of the algorithm relies on the uniqueness constraint and on a matching process that rejects previous matches as soon as more reliable ones are found. The proposed approach is also compared with bidirectional matching (BM), since the latter is the basic method for detecting unreliable matches in most area-based stereo algorithms. We describe the algorithm's matching core, the additional constraints introduced to improve the reliability and the computational optimizations carried out to achieve a very fast implementation. We provide a large set of experimental results, obtained on a standard set of images with ground-truth as well as on stereo sequences, and computation time measurements. These data are used to evaluate the proposed algorithm and compare it with a well-known algorithm based on BM. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:983 / 1005
页数:23
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