皮肤病灶分割的色彩空间研究

H. Nisar, Y. Ch'ng, Tsyr Yee Chew, V. Yap, K. Yeap, J. Tang
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引用次数: 17

摘要

本研究的目的是确定最适合湿疹皮损分割的颜色模型。湿疹是一种特应性皮炎,由皮肤科医生通过目视检查诊断,从而通过主观评估。对于分割,使用K-means聚类。采用HSI、CMY、YCbCr和CIELAB四个色彩空间进行比较。综合各技术的灵敏度、特异度和准确性,得出最终结论。观察到HSI的颜色通道“H”;后面是CIELab的“a”;给出了更好的分割结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A color space study for skin lesion segmentation
The objective of this research is to identify the most suitable color model for segmentation of Eczema skin lesions. Eczema is a type of Atopic Dermatitis that is diagnosed by the dermatologists by visual inspection hence by subjective assessment. For segmentation, K-means clustering has been used. Four color spaces, i.e. HSI, CMY, YCbCr and CIELAB are used for comparisons. The final conclusion is made on the basis of the results for sensitivity, specificity and accuracy for each technique. It has been observed that the color channel “H” of HSI; followed by “a” of CIELab; gives better segmentation results.
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