Dense matching for multi-scale images by propagation

被引:4
|
作者
Laraqui, Mohammed [1 ]
Saaidi, Abderrahim [1 ,2 ]
Mouhib, Ali [1 ]
Abarkan, Mustapha [1 ]
机构
[1] Sidi Mohamed Ben Abdellah Univ Fez Morocco, Polydisciplinary Fac Taza, Lab Engn Sci, LSI, Fes, Morocco
[2] Sidi Mohamed Ben Abdellah Univ Fez Morocco, Fac Sci Dhar El Mahraz, Dept Math & Comp Sci, LIIAN, Fes, Morocco
关键词
Stereovision; Multi-scale; Propagation; Dense matching; BELIEF PROPAGATION; STEREO; COLOR;
D O I
10.1007/s11042-018-5644-y
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article puts forward a new algorithm of dense matching between two images of the same scene, not necessarily stereoscopic and which can be of different scales. This algorithm is based on points of interest identified by a multi-scale detector and later matched according to a very high threshold to keep only the most reliable points. Afterwards, these points serve as germs for the next iteration. This propagation process is guided according to geometric constraints, and repeated until all the possible correspondents between the two images are obtained. The results of the experiments obtained on test images and those of the real world are very satisfactory even in difficult cases of great displacements and changes in appearance between the two captures.
引用
收藏
页码:22923 / 22952
页数:30
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