An improved acute lymphoblastic leukemia image segmentation scheme based on HSV color space

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	An improved acute lymphoblastic leukemia image segmentation scheme based on HSV color space
	Li, Yan1,2 ; Zhu, Rui 1; Mi, Lei 1; Cao, Yihui1,2 ; Yao, Di 3
作者部门	瞬态光学技术国家重点实验室
	2016-09-01
发表期刊	ICIC Express Letters, Part B: Applications
ISSN	21852766
卷号	7 期号:9 页码:1983-1989
产权排序	1
摘要	In this paper, an improved HSV color space based Acute Lymphoblastic Leukemia (ALL) image segmentation scheme is proposed to improve accuracy of segmentation on digital microscope color images, especially for those taken in non;uniform background illumination conditions and by a microscope with different magnifications. The proposed method has several steps including contrast stretching, color space transformation, threshold segmentation, morphological operations and median filtering. Adopting two thresholds is the innovation of this work. For performance evaluation, 260 ALL blood cell images from ALL IDB2;a public and free available blood sample dataset are used. The experimental results show the proposed method gets a higher accuracy in segmenting both high; and low; contrast blood cell images than the original HSV color space based single threshold method, showing a better prospect in subsequent automatic acute lymphoblastic leukemia feature extraction and classification. © 2016 ICIC International.
关键词	Blood Cells Color Color Image Processing Digital Devices Diseases Feature Extraction Image Processing Mathematical Morphology Median Filters
收录类别	EI
语种	英语
文献类型	期刊论文
条目标识符	http://ir.opt.ac.cn/handle/181661/28286
专题	瞬态光学研究室
作者单位	1.State Key Laboratory of Transient Optics and Photonics Technology, Xi’an Institute of Optics, Precision Mechanics of Chinese Academy of Sciences, No. 17, Xinxi Road, New Industrial Park, Xi’an; 710119, China 2.University of Chinese Academy of Sciences, No. 19, Yuquan Rd., Shijingshan District, Beijing; 100049, China 3.Shenzhen Vivolight Medical Device and Technology Co. Ltd, Shenzhen; 518000, China
推荐引用方式 GB/T 7714	Li, Yan,Zhu, Rui,Mi, Lei,et al. An improved acute lymphoblastic leukemia image segmentation scheme based on HSV color space[J]. ICIC Express Letters, Part B: Applications,2016,7(9):1983-1989.
APA	Li, Yan,Zhu, Rui,Mi, Lei,Cao, Yihui,&Yao, Di.(2016).An improved acute lymphoblastic leukemia image segmentation scheme based on HSV color space.ICIC Express Letters, Part B: Applications,7(9),1983-1989.
MLA	Li, Yan,et al."An improved acute lymphoblastic leukemia image segmentation scheme based on HSV color space".ICIC Express Letters, Part B: Applications 7.9(2016):1983-1989.