Efficient computation of adaptive threshold surfaces for image binarization

被引:49
作者
Blayvas, I [1 ]
Bruckstein, A [1 ]
Kimmel, R [1 ]
机构
[1] Technion Israel Inst Technol, CS Dept, IL-32000 Haifa, Israel
关键词
computer vision; image binarization; threshold surface; Bernsen; Eikvil-Taxt-Moen; Niblack; Yanowitz-Bruckstein;
D O I
10.1016/j.patcog.2005.08.011
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The problem of binarization of gray level images, acquired under non-uniform illumination is reconsidered. Yanowitz and Bruckstein proposed to use for image binarization an adaptive threshold surface, determined by interpolation of the image gray levels at points where the image gradient is high. The rationale is that high image gradient indicates probable object edges, and there the image values are between the object and the background gray levels. The threshold surface was determined by successive over-relaxation as the solution of the Laplace equation. This work proposes a different method to determine an adaptive threshold surface. In this new method, inspired by multiresolution approximation, the threshold surface is constructed with considerably lower computational complexity and is smooth, yielding faster image binarizations and often better noise robustness. (c) 2005 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:89 / 101
页数:13
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