The regular polygon detector

被引:21
作者
Barnes, Nick [1 ,2 ]
Loy, Gareth [3 ]
Shaw, David [1 ,2 ]
机构
[1] NICTA, Canberra, ACT 2601, Australia
[2] Australian Natl Univ, Dept Informat Engn, Canberra, ACT 0200, Australia
[3] Royal Inst Technol, Comp Vis & Act Percept Lab, Stockholm, Sweden
基金
澳大利亚研究理事会;
关键词
Regular polygon detection; Shape detection; Sign recognition; ROAD-SIGN DETECTION; HOUGH TRANSFORM; PROBABILISTIC APPROACH; SYMMETRY;
D O I
10.1016/j.patcog.2009.09.008
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 describes a robust regular polygon detector. Given image edges, we derive the a posteriori probability for a mixture of regular polygons, and thus the probability density function for the appearance of a set of regular polygons. Likely regular polygons can be isolated quickly by discretising and collapsing the search space into three dimensions. We derive a complete formulation for efficiently recovering the remaining dimensions using maximum likelihood at the locations of the most likely polygons. Results show robustness to noise, the ability to find and differentiate different shape types, and to perform real-time sign detection for driver assistance. Crown Copyright (C) 2009 Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:592 / 602
页数:11
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