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基于 GMM 的人工智能皮肤分类。

Artificial Intelligence Based Skin Classification Using GMM.

机构信息

S.A. Engineering College, Anna University, Chennai, India.

S.A. Engineering College, Chennai, India.

出版信息

J Med Syst. 2018 Nov 20;43(1):3. doi: 10.1007/s10916-018-1112-5.

Abstract

This study describes the usage of neural community based on the texture evaluation of pores and skin a variety of similarities in their signs, inclusive of Measles (rubella), German measles (rubella), and Chickenpox etc. In fashionable, these illnesses have similarities in sample of infection and symptoms along with redness and rash. Various skin problems have similar symptoms. For example, in German measles (rubella), Chicken pox and Measles (rubella) a similarity can be observed in skin rashes and redness. The prognosis of skin problems take a long time as the patient's previous medical records, physical examination report and the respective laboratory diagnostic reports have to be studied. The recognition and diagnosis get tough due to the complexity involved. Subsequently, a computer aided analysis and recognition gadget would be handy in such cases. Computer algorithm steps include image processing, picture characteristic extraction and categorize facts with the help of a classifier with Artificial Neural Network (ANN). The ANN can analyze the patterns of symptoms of a particular disease and present faster prognosis and reputation than a human doctor. For this reason, the patients can undergo the treatment for the pores and skin problems based totally on the symptoms detected.

摘要

本研究描述了基于纹理评估的神经网络在皮肤疾病中的应用,这些疾病的特征具有相似性,包括麻疹(风疹)、德国麻疹(风疹)和水痘等。这些疾病在感染样本和症状方面具有相似性,包括发红和皮疹。各种皮肤问题都有相似的症状。例如,在德国麻疹(风疹)、水痘和麻疹(风疹)中,可以观察到皮疹和发红的相似性。皮肤问题的预后时间较长,因为需要研究患者的既往病历、体检报告和各自的实验室诊断报告。由于涉及的复杂性,识别和诊断变得困难。随后,在这种情况下,计算机辅助分析和识别工具将非常方便。计算机算法步骤包括图像处理、图片特征提取和借助人工神经网络(ANN)的分类器对分类事实进行分类。ANN 可以分析特定疾病症状的模式,并提供比人类医生更快的预后和诊断。因此,患者可以根据检测到的症状接受皮肤问题的治疗。

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