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使用分类方法的远程医疗支持的慢性伤口组织预测

Telemedicine Supported Chronic Wound Tissue Prediction Using Classification Approaches.

作者信息

Chakraborty Chinmay, Gupta Bharat, Ghosh Soumya K, Das Dev K, Chakraborty Chandan

机构信息

Department of Electronics & Communication Engineering, Birla Institute of Technology, Mesra, Deoghar Campus, Deoghar, 814142, Jharkhand, India.

School of Information Technology, Indian Institute of Technology, Kharagpur, India.

出版信息

J Med Syst. 2016 Mar;40(3):68. doi: 10.1007/s10916-015-0424-y. Epub 2016 Jan 4.

Abstract

Telemedicine helps to deliver health services electronically to patients with the advancement of communication systems and health informatics. Chronic wound (CW) detection and its healing rate assessment at remote distance is very much difficult due to unavailability of expert doctors. This problem generally affects older ageing people. So there is a need of better assessment facility to the remote people in telemedicine framework. Here we have proposed a CW tissue prediction and diagnosis under telemedicine framework to classify the tissue types using linear discriminant analysis (LDA). The proposed telemedicine based wound tissue prediction (TWTP) model is able to identify wound tissue and correctly predict the wound status with a good degree of accuracy. The overall performance of the proposed wound tissue prediction methodology has been measured based on ground truth images. The proposed methodology will assist the clinicians to take better decision towards diagnosis of CW in terms of quantitative information of three types of tissue composition at low-resource set-up.

摘要

随着通信系统和健康信息学的发展,远程医疗有助于以电子方式为患者提供医疗服务。由于缺乏专家医生,在远程对慢性伤口(CW)进行检测及其愈合率评估非常困难。这个问题通常影响老年人。因此,在远程医疗框架下,需要为偏远地区的人们提供更好的评估设施。在此,我们提出了一种在远程医疗框架下的慢性伤口组织预测与诊断方法,使用线性判别分析(LDA)对组织类型进行分类。所提出的基于远程医疗的伤口组织预测(TWTP)模型能够识别伤口组织,并以较高的准确率正确预测伤口状态。所提出的伤口组织预测方法的整体性能已根据真实图像进行了测量。所提出的方法将帮助临床医生在低资源环境下,根据三种组织成分的定量信息,对慢性伤口的诊断做出更好的决策。

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