Discrete contours in multiple views: approximation and recognition

被引:12
作者
Kumar, MP [1 ]
Goyal, S [1 ]
Kuthirummal, S [1 ]
Jawahar, CV [1 ]
Narayanan, PJ [1 ]
机构
[1] Int Inst Informat Technol, Ctr Visual Informat Technol, Hyderabad 500019, Andhra Pradesh, India
关键词
planar shape recognition; polygonal approximation; Fourier transform; invariant; projective geometry; piecewise conic approximation;
D O I
10.1016/j.imavis.2004.03.022
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recognition of discrete planar contours under similarity transformations has received a lot of attention but little work has been reported on recognizing them under more general transformations. Planar object boundaries undergo projective or affine transformations across multiple views. We present two methods to recognize discrete curves in this paper. The first method computes a piecewise parametric approximation of the discrete curve that is projectively invariant. A polygon approximation scheme and a piecewise conic approximation scheme are presented here. The second method computes an invariant sequence directly from the sequence of discrete points on the curve in a Fourier transform space. The sequence is shown to be identical up to a scale factor in all affine related views of the curve. We present the theory and demonstrate its applications to several problems including numeral recognition, aircraft recognition, and homography computation. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:1229 / 1239
页数:11
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