A multichannel watershed-based algorithm for supervised texture segmentation

被引：26

作者：

Malpica, N ^{[1
]}

Ortuño, JE ^{[1
]}

Santos, A ^{[1
]}

机构：

[1] Univ Politecn Madrid, Dept Ingn Elect, E-28040 Madrid, Spain

来源：

PATTERN RECOGNITION LETTERS | 2003年 / 24卷 / 9-10期

关键词：

texture segmentation; watershed algorithm; multichannel information;

D O I：

10.1016/S0167-8655(02)00393-8

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Segmentation of image regions based on their texture is a standard problem in image analysis. Once a set of texture features is selected, several algorithms can be applied to segment the image into regions. This paper presents an extension of the watershed algorithm using a vector gradient and multivariate region merging methods. The algorithm uses a set of texture images, and it only depends on an adjustable parameter. Results are presented on a standard set of synthetic images and on textured medical ones, using different texture parameters and merging criteria. (C) 2002 Elsevier Science B.V. All rights reserved.

引用

页码：1545 / 1554

页数：10

共 26 条

[21] Automatic watershed segmentation of randomly textured color images [J].

Shafarenko, L ;

Petrou, M ;

Kittler, J .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (11) :1530-1544

[22] Watershed-based segmentation of 3D MR data for volume quantization [J].

Sijbers, J ;

Scheunders, P ;

Verhoye, M ;

VanderLinden, A ;

vanDyck, D ;

Raman, E .

MAGNETIC RESONANCE IMAGING, 1997, 15 (06) :679-688

[23] TEXTURE CLASSIFICATION AND SEGMENTATION USING WAVELET FRAMES [J].

UNSER, M .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (11) :1549-1560

[24] WATERSHEDS IN DIGITAL SPACES - AN EFFICIENT ALGORITHM BASED ON IMMERSION SIMULATIONS [J].

VINCENT, L ;

SOILLE, P .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (06) :583-598

[25] Morphological grayscale reconstruction in image analysis: Applications and efficient algorithms [J].

Vincent, Luc .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 1993, 2 (02) :176-201

[26] Efficient Gabor filter design for texture segmentation [J].

Weldon, TP ;

Higgins, WE ;

Dunn, DF .

PATTERN RECOGNITION, 1996, 29 (12) :2005-2015

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