Semiautomatic White Blood Cell Segmentation Based on Multiscale Analysis

被引:72
作者
Dorini, Leyza Baldo [1 ]
Minetto, Rodrigo [1 ]
Leite, Neucimar Jeronimo [2 ]
机构
[1] Univ Tecnol Fed Parana, Dept Informat, BR-80230901 Curitiba, Parana, Brazil
[2] Univ Estadual Campinas, Inst Comp, BR-13084971 Campinas, SP, Brazil
关键词
Mathematical morphology; medical image analysis; white blood cell image segmentation;
D O I
10.1109/TITB.2012.2207398
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper approaches novel methods to segment the nucleus and cytoplasm of white blood cells (WBC). This information is the basis to perform higher level tasks such as automatic differential counting, which plays an important role in the diagnosis of different diseases. We explore the image simplification and contour regularization resulting from the application of the selfdual multiscale morphological toggle (SMMT), an operator with scale-space properties. To segment the nucleus, the image preprocessing with SMMT has shown to be essential to ensure the accuracy of two well-known image segmentations techniques, namely, watershed transform and Level-Set methods. To identify the cytoplasm region, we propose two different schemes, based on granulometric analysis and on morphological transformations. The proposed methods have been successfully applied to a large number of images, showing promising segmentation and classification results for varying cell appearance and image quality, encouraging future works.
引用
收藏
页码:250 / 256
页数:7
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