Procesamiento de Imágenes Digitales para el Análisis de Enfermedades Oculares

Johan Yerzinio Guerra Tacca; Eveling Gloria Castro Gutierrez

doi:10.18687/LACCEI2020.1.1.550

Procesamiento de Imágenes Digitales para el Análisis de Enfermedades Oculares

Translated title of the contribution: Digital image processing for the analysis of eye diseases

Johan Yerzinio Guerra Tacca, Eveling Gloria Castro Gutierrez

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

Currently, eye diseases are a serious problem in our society, their incidence and prevalence are constantly growing. Worldwide, it is estimated that approximately 1.3 billion people live with visual impairment, 39 million are blind, of which 80% of all cases could have been avoided. Digital image processing is the set of techniques that are applied to images, to improve quality or facilitate the search for information within them. One of the main areas that are gaining importance in the implementation of these techniques is medicine because, with this processing, assistance can be given in the diagnosis of different eye diseases. The objective of this work is to be able to assist in the diagnosis of eye diseases using pre-processing, segmentation, extraction of characteristics and classification of these images. When evaluating 120 images, the result obtained from the processing gave us 86.63% accuracy when detecting possible eye disease.

Translated title of the contribution	Digital image processing for the analysis of eye diseases
Original language	Spanish
Title of host publication	18th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology
Subtitle of host publication	"Engineering, Integration, and Alliances for a Sustainable Development" "Hemispheric Cooperation for Competitiveness and Prosperity on a Knowledge-Based Economy", LACCEI 2020
Publisher	Latin American and Caribbean Consortium of Engineering Institutions
ISBN (Electronic)	9789585207141
DOIs	https://doi.org/10.18687/LACCEI2020.1.1.550
State	Published - 2020
Event	18th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology: "Engineering, Integration, and Alliances for a Sustainable Development" "Hemispheric Cooperation for Competitiveness and Prosperity on a Knowledge-Based Economy", LACCEI 2020 - Virtual, Online Duration: 27 Jul 2020 → 31 Jul 2020

Publication series

Name	Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology
ISSN (Electronic)	2414-6390

Conference

Conference	18th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology: "Engineering, Integration, and Alliances for a Sustainable Development" "Hemispheric Cooperation for Competitiveness and Prosperity on a Knowledge-Based Economy", LACCEI 2020
City	Virtual, Online
Period	27/07/20 → 31/07/20

Bibliographical note

Publisher Copyright:
© 2020 Latin American and Caribbean Consortium of Engineering Institutions. All rights reserved.

Access to Document

10.18687/LACCEI2020.1.1.550

Cite this

Tacca, J. Y. G., & Castro Gutierrez, E. G. (2020). Procesamiento de Imágenes Digitales para el Análisis de Enfermedades Oculares. In 18th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology: "Engineering, Integration, and Alliances for a Sustainable Development" "Hemispheric Cooperation for Competitiveness and Prosperity on a Knowledge-Based Economy", LACCEI 2020 (Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology). Latin American and Caribbean Consortium of Engineering Institutions. https://doi.org/10.18687/LACCEI2020.1.1.550

Tacca, Johan Yerzinio Guerra ; Castro Gutierrez, Eveling Gloria. / Procesamiento de Imágenes Digitales para el Análisis de Enfermedades Oculares. 18th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology: "Engineering, Integration, and Alliances for a Sustainable Development" "Hemispheric Cooperation for Competitiveness and Prosperity on a Knowledge-Based Economy", LACCEI 2020. Latin American and Caribbean Consortium of Engineering Institutions, 2020. (Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology).

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abstract = "Currently, eye diseases are a serious problem in our society, their incidence and prevalence are constantly growing. Worldwide, it is estimated that approximately 1.3 billion people live with visual impairment, 39 million are blind, of which 80% of all cases could have been avoided. Digital image processing is the set of techniques that are applied to images, to improve quality or facilitate the search for information within them. One of the main areas that are gaining importance in the implementation of these techniques is medicine because, with this processing, assistance can be given in the diagnosis of different eye diseases. The objective of this work is to be able to assist in the diagnosis of eye diseases using pre-processing, segmentation, extraction of characteristics and classification of these images. When evaluating 120 images, the result obtained from the processing gave us 86.63% accuracy when detecting possible eye disease.",

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author = "Tacca, {Johan Yerzinio Guerra} and {Castro Gutierrez}, {Eveling Gloria}",

year = "2020",

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Tacca, JYG & Castro Gutierrez, EG 2020, Procesamiento de Imágenes Digitales para el Análisis de Enfermedades Oculares. in 18th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology: "Engineering, Integration, and Alliances for a Sustainable Development" "Hemispheric Cooperation for Competitiveness and Prosperity on a Knowledge-Based Economy", LACCEI 2020. Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology, Latin American and Caribbean Consortium of Engineering Institutions, 18th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology: "Engineering, Integration, and Alliances for a Sustainable Development" "Hemispheric Cooperation for Competitiveness and Prosperity on a Knowledge-Based Economy", LACCEI 2020, Virtual, Online, 27/07/20. https://doi.org/10.18687/LACCEI2020.1.1.550

Procesamiento de Imágenes Digitales para el Análisis de Enfermedades Oculares. / Tacca, Johan Yerzinio Guerra; Castro Gutierrez, Eveling Gloria.

18th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology: "Engineering, Integration, and Alliances for a Sustainable Development" "Hemispheric Cooperation for Competitiveness and Prosperity on a Knowledge-Based Economy", LACCEI 2020. Latin American and Caribbean Consortium of Engineering Institutions, 2020. (Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Procesamiento de Imágenes Digitales para el Análisis de Enfermedades Oculares

AU - Tacca, Johan Yerzinio Guerra

AU - Castro Gutierrez, Eveling Gloria

PY - 2020

Y1 - 2020

N2 - Currently, eye diseases are a serious problem in our society, their incidence and prevalence are constantly growing. Worldwide, it is estimated that approximately 1.3 billion people live with visual impairment, 39 million are blind, of which 80% of all cases could have been avoided. Digital image processing is the set of techniques that are applied to images, to improve quality or facilitate the search for information within them. One of the main areas that are gaining importance in the implementation of these techniques is medicine because, with this processing, assistance can be given in the diagnosis of different eye diseases. The objective of this work is to be able to assist in the diagnosis of eye diseases using pre-processing, segmentation, extraction of characteristics and classification of these images. When evaluating 120 images, the result obtained from the processing gave us 86.63% accuracy when detecting possible eye disease.

AB - Currently, eye diseases are a serious problem in our society, their incidence and prevalence are constantly growing. Worldwide, it is estimated that approximately 1.3 billion people live with visual impairment, 39 million are blind, of which 80% of all cases could have been avoided. Digital image processing is the set of techniques that are applied to images, to improve quality or facilitate the search for information within them. One of the main areas that are gaining importance in the implementation of these techniques is medicine because, with this processing, assistance can be given in the diagnosis of different eye diseases. The objective of this work is to be able to assist in the diagnosis of eye diseases using pre-processing, segmentation, extraction of characteristics and classification of these images. When evaluating 120 images, the result obtained from the processing gave us 86.63% accuracy when detecting possible eye disease.

KW - CLAHE

KW - Feature extraction

KW - Guided Filter

KW - Image classification

KW - Image pre-processing

KW - Image segmentation

KW - SVM

KW - Unsharp Masking

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M3 - Contribución a la conferencia

AN - SCOPUS:85096797012

T3 - Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology

BT - 18th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology

PB - Latin American and Caribbean Consortium of Engineering Institutions

Y2 - 27 July 2020 through 31 July 2020

ER -

Tacca JYG, Castro Gutierrez EG. Procesamiento de Imágenes Digitales para el Análisis de Enfermedades Oculares. In 18th LACCEI International Multi-Conference for Engineering, Education Caribbean Conference for Engineering and Technology: "Engineering, Integration, and Alliances for a Sustainable Development" "Hemispheric Cooperation for Competitiveness and Prosperity on a Knowledge-Based Economy", LACCEI 2020. Latin American and Caribbean Consortium of Engineering Institutions. 2020. (Proceedings of the LACCEI international Multi-conference for Engineering, Education and Technology). doi: 10.18687/LACCEI2020.1.1.550

Procesamiento de Imágenes Digitales para el Análisis de Enfermedades Oculares

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