Data Augmentation Techniques Applied to Improve a Vitiligo Database

Juan Chica; Christian Salamea; Erick Narvaez; David Romero

doi:10.1007/978-981-16-4126-8_2

Data Augmentation Techniques Applied to Improve a Vitiligo Database

Juan Chica
, Christian Salamea
, Erick Narvaez
, David Romero

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

2 Citas (Scopus)

Resumen

Vitiligo is a pathology that causes the apparition of white patches in the skin, and there are multiple works where different techniques to diagnose, measure the quantity of the pathology, or to identify the existence of vitiligo. In this paper, we proposed a data augmentation technique based on superpixels to increase and optimize a dataset with 4723 images of skin with vitiligo, skin without vitiligo, background, and some other textures that could be used in real applications. Moreover, we also include binary vitiligo images where white represents pixels with vitiligo and black the other elements, and these images could be used in order to contribute to the research field of the vitiligo pathology.

Idioma original	Inglés
Título de la publicación alojada	Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021
Editores	Álvaro Rocha, Paulo Carlos López-López, Juan Pablo Salgado-Guerrero
Editorial	Springer Science and Business Media Deutschland GmbH
Páginas	11-20
Número de páginas	10
ISBN (versión impresa)	9789811641251
DOI	https://doi.org/10.1007/978-981-16-4126-8_2
Estado	Publicada - 2022
Evento	7th International Conference on Science, Technology and Innovation for Society, CITIS 2021 - Virtual, Online Duración: 26 may. 2021 → 28 may. 2021

Serie de la publicación

Nombre	Smart Innovation, Systems and Technologies
Volumen	252

Conferencia

Conferencia	7th International Conference on Science, Technology and Innovation for Society, CITIS 2021
Ciudad	Virtual, Online
Período	26/05/21 → 28/05/21

Nota bibliográfica

Publisher Copyright:
© 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

Areas de Conocimiento del CACES

316A Desarrollo y análisis de software y aplicaciones

Acceder al documento

10.1007/978-981-16-4126-8_2

Otros archivos y enlaces

Enlace a la publicación en Scopus

Desarrollo y evaluación de un sistema inteligente de apoyo basado en algoritmos de procesamiento de señales para la evaluación de pacientes con vitíligo
Calle Ortiz, E. R. (Investigador principal), Chica Ortiz, J. F. (Asistente de Investigación), Salamea Palacios, C. R. (Investigador Secundario), Arias Salcedo, K. A. (Estudiante Investigador), Auquilla Vicuña, J. F. (Estudiante Investigador), Mora Alvarez, J. C. (Estudiante Investigador), Zumba Narvaez, F. P. (Estudiante Investigador) & Zumba Narvaez, E. A. (Estudiante Investigador)
15/06/17 → 22/11/22
Proyecto: Investigación y Desarrollo

Citar esto

Chica, J., Salamea, C., Narvaez, E., & Romero, D. (2022). Data Augmentation Techniques Applied to Improve a Vitiligo Database. En Á. Rocha, P. C. López-López, & J. P. Salgado-Guerrero (Eds.), Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021 (pp. 11-20). (Smart Innovation, Systems and Technologies; Vol. 252). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-981-16-4126-8_2

Chica, Juan ; Salamea, Christian ; Narvaez, Erick et al. / Data Augmentation Techniques Applied to Improve a Vitiligo Database. Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021. editor / Álvaro Rocha ; Paulo Carlos López-López ; Juan Pablo Salgado-Guerrero. Springer Science and Business Media Deutschland GmbH, 2022. pp. 11-20 (Smart Innovation, Systems and Technologies).

@inproceedings{ee7bedc100c74dc4ac126484992f4b75,

title = "Data Augmentation Techniques Applied to Improve a Vitiligo Database",

abstract = "Vitiligo is a pathology that causes the apparition of white patches in the skin, and there are multiple works where different techniques to diagnose, measure the quantity of the pathology, or to identify the existence of vitiligo. In this paper, we proposed a data augmentation technique based on superpixels to increase and optimize a dataset with 4723 images of skin with vitiligo, skin without vitiligo, background, and some other textures that could be used in real applications. Moreover, we also include binary vitiligo images where white represents pixels with vitiligo and black the other elements, and these images could be used in order to contribute to the research field of the vitiligo pathology.",

keywords = "Database, Medical images, Segmentation, Vitiligo",

author = "Juan Chica and Christian Salamea and Erick Narvaez and David Romero",

note = "Publisher Copyright: {\textcopyright} 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.; 7th International Conference on Science, Technology and Innovation for Society, CITIS 2021 ; Conference date: 26-05-2021 Through 28-05-2021",

year = "2022",

doi = "10.1007/978-981-16-4126-8\_2",

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

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editor = "{\'A}lvaro Rocha and L{\'o}pez-L{\'o}pez, \{Paulo Carlos\} and Salgado-Guerrero, \{Juan Pablo\}",

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Chica, J, Salamea, C, Narvaez, E & Romero, D 2022, Data Augmentation Techniques Applied to Improve a Vitiligo Database. En Á Rocha, PC López-López & JP Salgado-Guerrero (eds.), Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021. Smart Innovation, Systems and Technologies, vol. 252, Springer Science and Business Media Deutschland GmbH, pp. 11-20, 7th International Conference on Science, Technology and Innovation for Society, CITIS 2021, Virtual, Online, 26/05/21. https://doi.org/10.1007/978-981-16-4126-8_2

Data Augmentation Techniques Applied to Improve a Vitiligo Database. / Chica, Juan; Salamea, Christian; Narvaez, Erick et al.
Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021. ed. / Álvaro Rocha; Paulo Carlos López-López; Juan Pablo Salgado-Guerrero. Springer Science and Business Media Deutschland GmbH, 2022. p. 11-20 (Smart Innovation, Systems and Technologies; Vol. 252).

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

TY - GEN

T1 - Data Augmentation Techniques Applied to Improve a Vitiligo Database

AU - Chica, Juan

AU - Salamea, Christian

AU - Narvaez, Erick

AU - Romero, David

PY - 2022

Y1 - 2022

N2 - Vitiligo is a pathology that causes the apparition of white patches in the skin, and there are multiple works where different techniques to diagnose, measure the quantity of the pathology, or to identify the existence of vitiligo. In this paper, we proposed a data augmentation technique based on superpixels to increase and optimize a dataset with 4723 images of skin with vitiligo, skin without vitiligo, background, and some other textures that could be used in real applications. Moreover, we also include binary vitiligo images where white represents pixels with vitiligo and black the other elements, and these images could be used in order to contribute to the research field of the vitiligo pathology.

AB - Vitiligo is a pathology that causes the apparition of white patches in the skin, and there are multiple works where different techniques to diagnose, measure the quantity of the pathology, or to identify the existence of vitiligo. In this paper, we proposed a data augmentation technique based on superpixels to increase and optimize a dataset with 4723 images of skin with vitiligo, skin without vitiligo, background, and some other textures that could be used in real applications. Moreover, we also include binary vitiligo images where white represents pixels with vitiligo and black the other elements, and these images could be used in order to contribute to the research field of the vitiligo pathology.

KW - Database

KW - Medical images

KW - Segmentation

KW - Vitiligo

UR - https://www.scopus.com/pages/publications/85116848096

U2 - 10.1007/978-981-16-4126-8_2

DO - 10.1007/978-981-16-4126-8_2

M3 - Conference contribution

AN - SCOPUS:85116848096

SN - 9789811641251

T3 - Smart Innovation, Systems and Technologies

SP - 11

EP - 20

BT - Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021

A2 - Rocha, Álvaro

A2 - López-López, Paulo Carlos

A2 - Salgado-Guerrero, Juan Pablo

PB - Springer Science and Business Media Deutschland GmbH

T2 - 7th International Conference on Science, Technology and Innovation for Society, CITIS 2021

Y2 - 26 May 2021 through 28 May 2021

ER -

Chica J, Salamea C, Narvaez E, Romero D. Data Augmentation Techniques Applied to Improve a Vitiligo Database. En Rocha Á, López-López PC, Salgado-Guerrero JP, editores, Communication, Smart Technologies and Innovation for Society - Proceedings of CITIS 2021. Springer Science and Business Media Deutschland GmbH. 2022. p. 11-20. (Smart Innovation, Systems and Technologies). doi: 10.1007/978-981-16-4126-8_2

Data Augmentation Techniques Applied to Improve a Vitiligo Database

Resumen

Serie de la publicación

Conferencia

Nota bibliográfica

Areas de Conocimiento del CACES

Acceder al documento

Otros archivos y enlaces

Proyectos

Desarrollo y evaluación de un sistema inteligente de apoyo basado en algoritmos de procesamiento de señales para la evaluación de pacientes con vitíligo

Citar esto