Segmentation of blood images using morphological operators

被引:0
作者
Di Ruberto, C [1 ]
Dempster, A [1 ]
Khan, S [1 ]
Jarra, B [1 ]
机构
[1] Univ Cagliari, Dept Math, Cagliari, Italy
来源
15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, PROCEEDINGS: IMAGE, SPEECH AND SIGNAL PROCESSING | 2000年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work describes a part of a malarial image processing system for detecting and classifying malaria parasites in images of Giemsa stained blood slides in order to evaluate the parasitaemia of the blood. A major requirement of the system is an efficient method to segment cell images. This paper introduces a morphological approach to cell image segmentation more accurate than the classical watershed-based algorithm. We have applied grey scale granulometries based on opening with disk-shaped elements, flat and non-flat. We have used a non-flat disk-shaped structuring element to enhance the roundness and the compactness of the red cells improving the accuracy of the classical watershed algorithm, while we have used a flat disk-shaped structuring element to separate over lapping cells. These methods make use of knowledge of the red blood cell structure that is not used in existing watershed-based algorithms.
引用
收藏
页码:397 / 400
页数:4
相关论文
共 11 条
[1]  
[Anonymous], IMAGE ANAL MATH MORP
[2]  
[Anonymous], 1999, MORPHOLOGICAL IMAGE, DOI 10.1007/978-3-662-03939-7_3
[3]  
DEMPSTER A, 1999, MATL DSP C 1999 NOV
[4]  
Gonzalez R.C., 2007, DIGITAL IMAGE PROCES, V3rd
[5]   COMBINED LOCAL COLOR AND TEXTURE ANALYSIS OF STAINED CELLS [J].
HARMS, H ;
GUNZER, U ;
AUS, HM .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1986, 33 (03) :364-376
[6]  
Matheron G., 1978, RANDOMS SETS INTEGRA
[7]   BLOOD ANALYSIS USING BLACK-AND-WHITE DIGITAL IMAGES [J].
PARTHENIS, K ;
METAXAKIKOSSIONIDES, C .
JOURNAL OF BIOMEDICAL ENGINEERING, 1992, 14 (04) :287-292
[8]  
Racky J, 1999, PROCEEDINGS OF THE IEEE-EURASIP WORKSHOP ON NONLINEAR SIGNAL AND IMAGE PROCESSING (NSIP'99), P876
[9]  
*SDC INF SYST, 1999, SDC MORPH TOOLB MATL
[10]  
Smyth JD., 1994, Introduction to animal parasitology