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An improved SAM algorithm for red blood cells and white blood cells segmentation

  • East China Normal University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The segmentation of red blood cells and white blood cells has important research value in the field of rheological properties of blood and the pathogenesis of some diseases. And it is the reflection of bone hematopoietic state, blood diseases and other diseases. Especially for the diagnosis of blood diseases, the detection and prevention of treatment process, there is high value of clinical research. The separation of red blood cells and white blood cells using hyperspectral remote sensing image processing is a new field that it is essentially different from traditional multi spectral classification. Because of the different chemical composition and molecular space structure of red blood cells and white blood cells, it results in different spectrum. Each pixel of hyperspectral image can obtain a unique continuous spectral curve, and it can be compared with the spectral curves which are known to obtain target object. So the author designs a new analytical method which is based on the various processing methods of hyperspectral image. First of all, using the BandMax wizard to lock target image and band based on target detection; secondly, conducting differential search algorithm based on the blind signal; thirdly, using an improved algorithm-based on SAM combined with SID algorithm; finally, using advanced filtering method to get clearer image information. In this paper, it focuses on the effective extraction and improves the classification accuracy of white blood cells.

源语言英语
主期刊名Proceedings - 2016 9th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2016
出版商Institute of Electrical and Electronics Engineers Inc.
651-655
页数5
ISBN(电子版)9781509037100
DOI
出版状态已出版 - 13 2月 2017
活动9th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2016 - Datong, 中国
期限: 15 10月 201617 10月 2016

出版系列

姓名Proceedings - 2016 9th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2016

会议

会议9th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2016
国家/地区中国
Datong
时期15/10/1617/10/16

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