Fuzzy Free Path Detection from Disparity Maps by Using Least-Squares Fitting to a Plane

被引:3
作者
Ortigosa, Nuria [1 ]
Morillas, Samuel [1 ]
机构
[1] Univ Politecn Valencia, IU Matemat Pura & Aplicada, Valencia 46022, Spain
关键词
Assisted navigation; Free path detection; Fuzzy logic; OBSTACLE DETECTION; STEREO-VISION; BELIEF PROPAGATION; VEHICLE DETECTION; MOBILE ROBOT; TRACKING; SYSTEM;
D O I
10.1007/s10846-013-9997-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A method to detect obstacle-free paths in real-time which works as part of a cognitive navigation aid system for visually impaired people is proposed. It is based on the analysis of disparity maps obtained from a stereo vision system which is carried by the blind user. The presented detection method consists of a fuzzy logic system that assigns a certainty to be part of a free path to each group of pixels, depending on the parameters of a planar-model fitting. We also present experimental results on different real outdoor scenarios showing that our method is the most reliable in the sense that it minimizes the false positives rate.
引用
收藏
页码:313 / 330
页数:18
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