A new convexity measure based on a probabilistic interpretation of images

被引:62
作者
Rahtu, Esa
Salo, Mikko
Heikkila, Janne
机构
[1] Univ Oulu, Machine Vis Grp, Dept Elect & Informat Engn, Oulu 90014, Finland
[2] Univ Helsinki, Dept Math & Stat, Rolf Nevanlinna Inst, FIN-00014 Helsinki, Finland
基金
芬兰科学院;
关键词
shape analysis; object classification; affine invariance;
D O I
10.1109/TPAMI.2006.175
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a novel convexity measure for object shape analysis. The proposed method is based on the idea of generating pairs of points from a set and measuring the probability that a point dividing the corresponding line segments belongs to the same set. The measure is directly applicable to image functions representing shapes and also to gray-scale images which approximate image binarizations. The approach introduced gives rise to a variety of convexity measures which make it possible to obtain more information about the object shape. The proposed measure turns out to be easy to implement using the Fast Fourier Transform and we will consider this in detail. Finally, we illustrate the behavior of our measure in different situations and compare it to other similar ones.
引用
收藏
页码:1501 / 1512
页数:12
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