Cargando…

Skin Disease Recognition Method Based on Image Color and Texture Features

Skin diseases have a serious impact on people's life and health. Current research proposes an efficient approach to identify singular type of skin diseases. It is necessary to develop automatic methods in order to increase the accuracy of diagnosis for multitype skin diseases. In this paper, th...

Descripción completa

Detalles Bibliográficos
Autores principales: Wei, Li-sheng, Gan, Quan, Ji, Tao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6129338/
https://www.ncbi.nlm.nih.gov/pubmed/30224935
http://dx.doi.org/10.1155/2018/8145713
_version_ 1783353785200934912
author Wei, Li-sheng
Gan, Quan
Ji, Tao
author_facet Wei, Li-sheng
Gan, Quan
Ji, Tao
author_sort Wei, Li-sheng
collection PubMed
description Skin diseases have a serious impact on people's life and health. Current research proposes an efficient approach to identify singular type of skin diseases. It is necessary to develop automatic methods in order to increase the accuracy of diagnosis for multitype skin diseases. In this paper, three type skin diseases such as herpes, dermatitis, and psoriasis skin disease could be identified by a new recognition method. Initially, skin images were preprocessed to remove noise and irrelevant background by filtering and transformation. Then the method of grey-level co-occurrence matrix (GLCM) was introduced to segment images of skin disease. The texture and color features of different skin disease images could be obtained accurately. Finally, by using the support vector machine (SVM) classification method, three types of skin diseases were identified. The experimental results demonstrate the effectiveness and feasibility of the proposed method.
format Online
Article
Text
id pubmed-6129338
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-61293382018-09-17 Skin Disease Recognition Method Based on Image Color and Texture Features Wei, Li-sheng Gan, Quan Ji, Tao Comput Math Methods Med Research Article Skin diseases have a serious impact on people's life and health. Current research proposes an efficient approach to identify singular type of skin diseases. It is necessary to develop automatic methods in order to increase the accuracy of diagnosis for multitype skin diseases. In this paper, three type skin diseases such as herpes, dermatitis, and psoriasis skin disease could be identified by a new recognition method. Initially, skin images were preprocessed to remove noise and irrelevant background by filtering and transformation. Then the method of grey-level co-occurrence matrix (GLCM) was introduced to segment images of skin disease. The texture and color features of different skin disease images could be obtained accurately. Finally, by using the support vector machine (SVM) classification method, three types of skin diseases were identified. The experimental results demonstrate the effectiveness and feasibility of the proposed method. Hindawi 2018-08-26 /pmc/articles/PMC6129338/ /pubmed/30224935 http://dx.doi.org/10.1155/2018/8145713 Text en Copyright © 2018 Li-sheng Wei et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Wei, Li-sheng
Gan, Quan
Ji, Tao
Skin Disease Recognition Method Based on Image Color and Texture Features
title Skin Disease Recognition Method Based on Image Color and Texture Features
title_full Skin Disease Recognition Method Based on Image Color and Texture Features
title_fullStr Skin Disease Recognition Method Based on Image Color and Texture Features
title_full_unstemmed Skin Disease Recognition Method Based on Image Color and Texture Features
title_short Skin Disease Recognition Method Based on Image Color and Texture Features
title_sort skin disease recognition method based on image color and texture features
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6129338/
https://www.ncbi.nlm.nih.gov/pubmed/30224935
http://dx.doi.org/10.1155/2018/8145713
work_keys_str_mv AT weilisheng skindiseaserecognitionmethodbasedonimagecolorandtexturefeatures
AT ganquan skindiseaserecognitionmethodbasedonimagecolorandtexturefeatures
AT jitao skindiseaserecognitionmethodbasedonimagecolorandtexturefeatures