Boundary reconstruction in binary images using splines

被引:5
作者
Stanberry, Larissa [1 ]
Besag, Julian [2 ]
机构
[1] Univ Bristol, Bristol, Avon, England
[2] Univ Bath, Bath BA2 7AY, Avon, England
关键词
Shape estimation; Boundary reconstruction; B-splines; Mammography; Oriented distance functions; Set inference; SHAPE-BASED SEGMENTATION; BREAST-CANCER RISK; RANDOM SETS; MARKOV-CHAINS; DISTANCE; DENSITY; SNAKES; COMPUTATION; MODELS;
D O I
10.1016/j.patcog.2013.07.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In image analysis, it is often required to reconstruct the boundary of an object in a noisy image. This paper presents a new method, which relies on flexibility and computational simplicity of B-spline curves, to reconstruct a smooth connected boundary in a noisy binary image. Boundary inference is based on oriented distance functions yielding the estimator which is interpreted as a posterior expected boundary of the underlying random set. The performance of the method and its dependence on the image quality and model specification are studied on simulated data. The method is applied to reconstruct the skin-air boundary in digitised analogue mammogram images. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:634 / 642
页数:9
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