Literature DB >> 16325166

A method based on multispectral imaging technique for white blood cell segmentation.

Ningning Guo1, Libo Zeng, Qiongshui Wu.   

Abstract

Aiming at the problem of image analysis of White Blood Cells in bone marrow microscopic images, multispectral imaging techniques with spectral calibration method was proposed to acquire device-independent images, which is almost impossible in conventional color imaging method. For image segmentation, Support Vector Machine (SVM) was applied directly to the spectrum of each pixel, and using sequential minimal optimization (SMO) algorithm for feature selection to reduce the time of training SVM classifier. Mass of experiments showed that the method is robust, effective and insensitive to smear staining and illumination condition.

Mesh:

Year:  2005        PMID: 16325166     DOI: 10.1016/j.compbiomed.2005.10.003

Source DB:  PubMed          Journal:  Comput Biol Med        ISSN: 0010-4825            Impact factor:   4.589


  10 in total

1.  Line-scanning hyperspectral imaging based on structured illumination optical sectioning.

Authors:  Yu John Hsu; Chih-Chiang Chen; Chien-Hsiang Huang; Chia-Hua Yeh; Li-Ying Liu; Szu-Yu Chen
Journal:  Biomed Opt Express       Date:  2017-05-18       Impact factor: 3.732

2.  Automatic detection and classification of leukocytes using convolutional neural networks.

Authors:  Jianwei Zhao; Minshu Zhang; Zhenghua Zhou; Jianjun Chu; Feilong Cao
Journal:  Med Biol Eng Comput       Date:  2016-11-07       Impact factor: 2.602

3.  Detection of acute lymphoblastic leukemia using image segmentation and data mining algorithms.

Authors:  Vasundhara Acharya; Preetham Kumar
Journal:  Med Biol Eng Comput       Date:  2019-06-14       Impact factor: 2.602

4.  Increasing a microscope's effective field of view via overlapped imaging and machine learning.

Authors:  Xing Yao; Vinayak Pathak; Haoran Xi; Amey Chaware; Colin Cooke; Kanghyun Kim; Shiqi Xu; Yuting Li; Timothy Dunn; Pavan Chandra Konda; Kevin C Zhou; Roarke Horstmeyer
Journal:  Opt Express       Date:  2022-01-17       Impact factor: 3.894

5.  Clinical significance of EBP50 overexpression assessed by quantum dot analysis in gastric cancer.

Authors:  Xiao-Guang Lv; Xiao-Fei Lei; Meng-Yao Ji; Xu-Feng Guo; Jing Wang; Wei-Guo Dong
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6.  A neural-network-based approach to white blood cell classification.

Authors:  Mu-Chun Su; Chun-Yen Cheng; Pa-Chun Wang
Journal:  ScientificWorldJournal       Date:  2014-01-30

Review 7.  Peripheral blood smear image analysis: A comprehensive review.

Authors:  Emad A Mohammed; Mostafa M A Mohamed; Behrouz H Far; Christopher Naugler
Journal:  J Pathol Inform       Date:  2014-03-28

8.  Accurate label-free 3-part leukocyte recognition with single cell lens-free imaging flow cytometry.

Authors:  Yuqian Li; Bruno Cornelis; Alexandra Dusa; Geert Vanmeerbeeck; Dries Vercruysse; Erik Sohn; Kamil Blaszkiewicz; Dimiter Prodanov; Peter Schelkens; Liesbet Lagae
Journal:  Comput Biol Med       Date:  2018-03-14       Impact factor: 4.589

9.  Early identification of esophageal squamous neoplasm by hyperspectral endoscopic imaging.

Authors:  I-Chen Wu; Hao-Yi Syu; Chun-Ping Jen; Ming-Yen Lu; Yi-Ting Chen; Ming-Tsang Wu; Chie-Tong Kuo; Yu-Yuan Tsai; Hsiang-Chen Wang
Journal:  Sci Rep       Date:  2018-09-14       Impact factor: 4.379

10.  Segmentation of White Blood Cell from Acute Lymphoblastic Leukemia Images Using Dual-Threshold Method.

Authors:  Yan Li; Rui Zhu; Lei Mi; Yihui Cao; Di Yao
Journal:  Comput Math Methods Med       Date:  2016-05-22       Impact factor: 2.238

  10 in total

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