Integration of optical flow and Multi-Path-Viterbi algorithm for stereo vision

被引:14
|
作者
Xie, Qiwei [1 ,3 ,4 ]
Long, Qian [2 ,3 ]
Mita, Seiichi [3 ]
机构
[1] Beijing Univ Technol, Sch Econ & Management, Data Min Lab, Beijing, Peoples R China
[2] Chinese Acad Sci, Yunnan Observ, Kunming, Peoples R China
[3] Toyota Technol Inst, Nagoya, Aichi, Japan
[4] Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
基金
美国国家科学基金会;
关键词
Optical flow; stereo vision; disparity; Viterbi process;
D O I
10.1142/S0219691317500229
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper proposes a novel stereo matching algorithm to solve environment sensing problems. It integrates a non-convex optical flow and Viterbi process. The non-convex optical flow employs a new adaptive weighted non-convex Total Generalized Variation (TGV) model, which can obtain sharp disparity maps. Structural similarity, total variation constraint, and a specific merging strategy are combined with the 4 bi-directional Viterbi process to improve the robustness. In the fusion of the optical flow and Viterbi process, a new occlusion processing method is incorporated in order to get more sharp disparity and more robust result. Extensive experiments are conducted to compare this algorithm with other state-of-the-art methods. Experimental results show the superiority of our algorithm.
引用
收藏
页数:24
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