학술논문

Morphometric Measurement of Fish Blood Cell: An Image Processing and Ellipse Fitting Technique
Document Type
Periodical
Source
IEEE Transactions on Instrumentation and Measurement IEEE Trans. Instrum. Meas. Instrumentation and Measurement, IEEE Transactions on. 73:1-12 2024
Subject
Power, Energy and Industry Applications
Components, Circuits, Devices and Systems
Blood
Fish
Image segmentation
Fitting
Manuals
Nuclear measurements
Image processing
Bioengineering
cell morphology
cell segmentation
cellular imaging
ellipse fitting
fish blood cells
image processing
morphometric measurements
Language
ISSN
0018-9456
1557-9662
Abstract
The measurement of morphometric parameters of fish erythrocytes (MFEs) has been recognized as a valuable tool for ecological biomonitoring. Conventional methods for measuring MFE greatly depend on manual measurements, leading to a labor-intensive and time-consuming process that relies on human expertise. To overcome these issues, in this article, a solution based on image processing and ellipse fitting to provide an automated framework for the measurement of MFE is presented. The performance of the proposed method is assessed quantitatively by comparing its results with manual measurements performed by an expert biologist. In addition, a comparison of the proposed method with three state-of-the-art methods is presented by providing the statistical analysis of their mean absolute errors. The analysis of results demonstrates the proposed method significantly outperforms existing methods for both cell and nucleus measurement. It notably achieves a lower absolute mean error value of 78 pixels for cell area and 36 pixels for nucleus area, confirming the better performance of the proposed method compared with the others. The experimental results demonstrate that the proposed method can correctly fit the ellipse on both fish blood cells and their nuclei.