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New white blood cell detection technique by using singular value decomposition concept White blood cell detection technique

机译:新型白细胞检测技术采用奇异值分解概念白细胞检测技术

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摘要

Segmentation technique is a commonly used method to detect white blood cells. The segmentation technique aims to separate the blood image into several parts based on the similarity of features in the image. Therefore, the detection results do not completely contain white blood cells but also contain other parts with similar features to white blood cells. This study proposes a new detection technique that directly considers the features of white blood cells using singular value decomposition approach. The experimental results show that the proposed method works better in detecting white blood cell nuclei than the existing methods. The existing methods only work well for white blood cells with dense color intensities such as basophil and monocyte. Meanwhile, the proposed method works well overall as it directly compares the level of similarity in white blood cells.
机译:分段技术是一种常用的方法来检测白细胞。分割技术旨在基于图像中的特征的相似性将血液图像分离成几个部分。因此,检测结果并不完全含有白细胞,而且还含有具有与白细胞相似特征的其他部件。本研究提出了一种新的检测技术,使用奇异值分解方法直接考虑白细胞的特征。实验结果表明,该方法在检测白细胞核中的作用更好,比现有方法更好。现有方法仅适用于具有密集色细胞的白细胞,例如嗜碱性粒细胞和单核细胞。同时,所提出的方法整体效果很好,因为它直接比较了白细胞中的相似程度。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2021年第3期|4627-4638|共12页
  • 作者单位

    Institute of Engineering Mathematics Universiti Malaysia Perlis Kampus Pauh Putra 02600 Arau Perlis Malaysia Department of Mathematics Faculty of Military Mathematics and Natural Sciences Indonesia Defense University IPSC Area Sentul Bogor 16810 Indonesia;

    Institute of Engineering Mathematics Universiti Malaysia Perlis Kampus Pauh Putra 02600 Arau Perlis Malaysia;

    Institute of Engineering Mathematics Universiti Malaysia Perlis Kampus Pauh Putra 02600 Arau Perlis Malaysia;

    Akademi Ilmuwan Sains Matematik Malaysia Institute for Mathematical Research Universiti Putra Malaysia 43400 UPM Serdang Selangor Malaysia;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Singular value decomposition; Image detection; White blood cell; Image segmentation;

    机译:奇异值分解;图像检测;白细胞;图像分割;
  • 入库时间 2022-08-18 22:56:10

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