Computer Application for the Detection of Skin Diseases in Photographic Images Using Convolutional Neural Networks

Alejandro Reátegui Pezo; Isaac Ocampo Yahuarcani; Angela Milagros Nuñez Satalaya; Lelis Antony Saravia Llaja; Carlos Alberto García Cortegano; Astrid Fariza Panduro Ahuanari

doi:10.1007/978-3-030-68035-0_14

Computer Application for the Detection of Skin Diseases in Photographic Images Using Convolutional Neural Networks

Alejandro Reátegui Pezo, Isaac Ocampo Yahuarcani, Angela Milagros Nuñez Satalaya, Lelis Antony Saravia Llaja, Carlos Alberto García Cortegano, Astrid Fariza Panduro Ahuanari

Facultad de Ingeniería de Sistemas e Informática

Grupo Inventalo

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

Resumen

The present work was to generate an efficient computer application for the detection of skin diseases from photographic images, using convolutional neural network algorithms. This tool is aimed at supporting diagnostic processes. For this research, priority has been given to the diseases “Impetigo” and “Psoriasis”, which are common diseases in cities of the Peruvian Amazon. The city of Iquitos will be taken as a case study. An image bank of 1640 images has been generated, and 3 algorithms have been experimented with: Inception V3, VGG 16 and ResNet 50. Finally, excellent results have been achieved in the detection of skin diseases with the Inception V3 algorithm.

Idioma original	Inglés
Título de la publicación alojada	7th Latin American Conference, CARLA 2020, Revised Selected Papers
Editores	Sergio Nesmachnow, Harold Castro, Andrei Tchernykh
Editorial	Springer Science and Business Media Deutschland GmbH
Páginas	193-204
Número de páginas	12
ISBN (versión impresa)	9783030680343
DOI	https://doi.org/10.1007/978-3-030-68035-0_14
Estado	Publicada - 2021
Evento	7th Latin American High Performance Computing Conference, CARLA 2020 - Cuenca, Ecuador Duración: 2 set. 2020 → 4 set. 2020

Serie de la publicación

Nombre	Communications in Computer and Information Science
Volumen	1327
ISSN (versión impresa)	1865-0929
ISSN (versión digital)	1865-0937

Conferencia

Conferencia	7th Latin American High Performance Computing Conference, CARLA 2020
País/Territorio	Ecuador
Ciudad	Cuenca
Período	2/09/20 → 4/09/20

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10.1007/978-3-030-68035-0_14

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Pezo, A. R., Yahuarcani, I. O., Satalaya, A. M. N., Llaja, L. A. S., Cortegano, C. A. G., & Ahuanari, A. F. P. (2021). Computer Application for the Detection of Skin Diseases in Photographic Images Using Convolutional Neural Networks. En S. Nesmachnow, H. Castro, & A. Tchernykh (Eds.), 7th Latin American Conference, CARLA 2020, Revised Selected Papers (pp. 193-204). (Communications in Computer and Information Science; Vol. 1327). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-030-68035-0_14

Pezo, Alejandro Reátegui ; Yahuarcani, Isaac Ocampo ; Satalaya, Angela Milagros Nuñez et al. / Computer Application for the Detection of Skin Diseases in Photographic Images Using Convolutional Neural Networks. 7th Latin American Conference, CARLA 2020, Revised Selected Papers. editor / Sergio Nesmachnow ; Harold Castro ; Andrei Tchernykh. Springer Science and Business Media Deutschland GmbH, 2021. pp. 193-204 (Communications in Computer and Information Science).

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title = "Computer Application for the Detection of Skin Diseases in Photographic Images Using Convolutional Neural Networks",

abstract = "The present work was to generate an efficient computer application for the detection of skin diseases from photographic images, using convolutional neural network algorithms. This tool is aimed at supporting diagnostic processes. For this research, priority has been given to the diseases “Impetigo” and “Psoriasis”, which are common diseases in cities of the Peruvian Amazon. The city of Iquitos will be taken as a case study. An image bank of 1640 images has been generated, and 3 algorithms have been experimented with: Inception V3, VGG 16 and ResNet 50. Finally, excellent results have been achieved in the detection of skin diseases with the Inception V3 algorithm.",

keywords = "CNN, Computer application, Impetigo, Psoriasis, Skin",

author = "Pezo, {Alejandro Re{\'a}tegui} and Yahuarcani, {Isaac Ocampo} and Satalaya, {Angela Milagros Nu{\~n}ez} and Llaja, {Lelis Antony Saravia} and Cortegano, {Carlos Alberto Garc{\'i}a} and Ahuanari, {Astrid Fariza Panduro}",

note = "Publisher Copyright: {\textcopyright} 2021, Springer Nature Switzerland AG.; 7th Latin American High Performance Computing Conference, CARLA 2020 ; Conference date: 02-09-2020 Through 04-09-2020",

year = "2021",

doi = "10.1007/978-3-030-68035-0_14",

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isbn = "9783030680343",

series = "Communications in Computer and Information Science",

publisher = "Springer Science and Business Media Deutschland GmbH",

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Pezo, AR, Yahuarcani, IO, Satalaya, AMN, Llaja, LAS, Cortegano, CAG & Ahuanari, AFP 2021, Computer Application for the Detection of Skin Diseases in Photographic Images Using Convolutional Neural Networks. En S Nesmachnow, H Castro & A Tchernykh (eds.), 7th Latin American Conference, CARLA 2020, Revised Selected Papers. Communications in Computer and Information Science, vol. 1327, Springer Science and Business Media Deutschland GmbH, pp. 193-204, 7th Latin American High Performance Computing Conference, CARLA 2020, Cuenca, Ecuador, 2/09/20. https://doi.org/10.1007/978-3-030-68035-0_14

Computer Application for the Detection of Skin Diseases in Photographic Images Using Convolutional Neural Networks. / Pezo, Alejandro Reátegui; Yahuarcani, Isaac Ocampo; Satalaya, Angela Milagros Nuñez et al.
7th Latin American Conference, CARLA 2020, Revised Selected Papers. ed. / Sergio Nesmachnow; Harold Castro; Andrei Tchernykh. Springer Science and Business Media Deutschland GmbH, 2021. p. 193-204 (Communications in Computer and Information Science; Vol. 1327).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

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T1 - Computer Application for the Detection of Skin Diseases in Photographic Images Using Convolutional Neural Networks

AU - Pezo, Alejandro Reátegui

AU - Yahuarcani, Isaac Ocampo

AU - Satalaya, Angela Milagros Nuñez

AU - Llaja, Lelis Antony Saravia

AU - Cortegano, Carlos Alberto García

AU - Ahuanari, Astrid Fariza Panduro

PY - 2021

Y1 - 2021

N2 - The present work was to generate an efficient computer application for the detection of skin diseases from photographic images, using convolutional neural network algorithms. This tool is aimed at supporting diagnostic processes. For this research, priority has been given to the diseases “Impetigo” and “Psoriasis”, which are common diseases in cities of the Peruvian Amazon. The city of Iquitos will be taken as a case study. An image bank of 1640 images has been generated, and 3 algorithms have been experimented with: Inception V3, VGG 16 and ResNet 50. Finally, excellent results have been achieved in the detection of skin diseases with the Inception V3 algorithm.

AB - The present work was to generate an efficient computer application for the detection of skin diseases from photographic images, using convolutional neural network algorithms. This tool is aimed at supporting diagnostic processes. For this research, priority has been given to the diseases “Impetigo” and “Psoriasis”, which are common diseases in cities of the Peruvian Amazon. The city of Iquitos will be taken as a case study. An image bank of 1640 images has been generated, and 3 algorithms have been experimented with: Inception V3, VGG 16 and ResNet 50. Finally, excellent results have been achieved in the detection of skin diseases with the Inception V3 algorithm.

KW - CNN

KW - Computer application

KW - Impetigo

KW - Psoriasis

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A2 - Nesmachnow, Sergio

A2 - Castro, Harold

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PB - Springer Science and Business Media Deutschland GmbH

T2 - 7th Latin American High Performance Computing Conference, CARLA 2020

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Pezo AR, Yahuarcani IO, Satalaya AMN, Llaja LAS, Cortegano CAG, Ahuanari AFP. Computer Application for the Detection of Skin Diseases in Photographic Images Using Convolutional Neural Networks. En Nesmachnow S, Castro H, Tchernykh A, editores, 7th Latin American Conference, CARLA 2020, Revised Selected Papers. Springer Science and Business Media Deutschland GmbH. 2021. p. 193-204. (Communications in Computer and Information Science). doi: 10.1007/978-3-030-68035-0_14

Computer Application for the Detection of Skin Diseases in Photographic Images Using Convolutional Neural Networks

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