基于3d的皮肤粗糙度测量用于病变分类

Ahmad Fadzil M. Hani, H. Nugroho, E. Prakasa, Hurriyatul Fitriyah, A. M. Affandi, S. Hussein
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引用次数: 0

摘要

皮肤表面粗糙度可因皮肤病变进展而改变。皮肤损伤的评估是在皮肤科医生临床经验的基础上进行的。目前,对皮肤表面的评估是通过手指在皮肤上滑动来完成的。发现这种触觉评价可能导致内部和内部的变化。我们的研究目的是开发一种客观的评估工具来评估皮肤粗糙度。牛皮癣被用作皮肤病变的样本,它可以随着其程度的发展而改变皮肤表面的粗糙度。本研究分析了29例患者120个牛皮癣病灶的三维表面图像。以前,皮肤科医生根据其触觉特征将病变分为四类。该方法将三维图像转换为二维高度图。然后使用平均滤波器对二维高度图进行拟合和滤波。最后,计算拟合和滤波后的二维高度图之间的均方误差(MSE),并将其用作皮肤粗糙度描述符。结果表明,该方法能够很好地对病灶进行分类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
3D-based skin roughness measurement for lesion classification
Skin surface roughness can be changed due to skin lesion progression. The evaluation of the damage of the skin is assessed on the base of clinical experience of dermatologists. Currently, the assessment of skin surface is made by running a finger across the skin. It is found that this tactile evaluation may result in inter and intra variations. The objective of our research is to develop an objective assessment tool in evaluation skin roughness. Psoriasis is used as a sample of skin lesion that can change skin surface roughness as its extents develop. 3D surface images of 120 psoriasis lesions scanned from 29 patients are analysed in the study. The lesions are previously grouped into four categorises based on its tactile characteristics by dermatologists. The proposed method converts the 3D images into 2D height maps. The 2D height maps are then fitted and filtered using averaging filter. Finally, Mean Square Error (MSE) between the fitted and filtered 2D height maps are computed and utilized as skin roughness descriptors. Results show that the proposed method has been able to differentiate each lesion according to its group perfectly.
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