Parallel CUDA implementation of a stereo matching algorithm
Numerical methods and programming, Tome 15 (2014) no. 1, pp. 154-161
Cet article a éte moissonné depuis la source Math-Net.Ru
Searching for the corresponding fragments and points on several images of the same scene is one of the central problems in many applications: autonomous navigation extended landmarks, pattern recognition, 3D-scene reconstruction, etc. To solve this problem, various correlation methods for the similarity analysis of fragments are used. Algorithms based on these methods have a high computational complexity. In this paper we consider a stereo matching algorithm for 3D-scene reconstruction. We propose a computational scheme that improves the performance of this algorithm. This computational scheme is implemented using CUDA technology. A high degree of parallelism is achieved due to a large number of the same operations for corresponding points on epipolar lines. Numerical experiments were carried out using the proposed parallel algorithm. The resulting speed-up is estimated.
Keywords:
stereo matching, projective geometry, epipolar geometry, parallel computing, graphics processors, CUDA technology.
Mots-clés : 3D reconstruction
Mots-clés : 3D reconstruction
@article{VMP_2014_15_1_a14,
author = {V. A. Fursov and E. V. Goshin and A. P. Kotov},
title = {Parallel {CUDA} implementation of a stereo matching algorithm},
journal = {Numerical methods and programming},
pages = {154--161},
year = {2014},
volume = {15},
number = {1},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/VMP_2014_15_1_a14/}
}
TY - JOUR AU - V. A. Fursov AU - E. V. Goshin AU - A. P. Kotov TI - Parallel CUDA implementation of a stereo matching algorithm JO - Numerical methods and programming PY - 2014 SP - 154 EP - 161 VL - 15 IS - 1 UR - http://geodesic.mathdoc.fr/item/VMP_2014_15_1_a14/ LA - ru ID - VMP_2014_15_1_a14 ER -
V. A. Fursov; E. V. Goshin; A. P. Kotov. Parallel CUDA implementation of a stereo matching algorithm. Numerical methods and programming, Tome 15 (2014) no. 1, pp. 154-161. http://geodesic.mathdoc.fr/item/VMP_2014_15_1_a14/