BeetleID: An Android Solution to Detect Ladybird Beetles

Ricardo Muriel, Noel Pérez, Diego S. Benítez, Daniel Riofrío, Giovani Ramón, Emilia Peñaherrera, Diego Cisneros-Heredia

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

Resumen

In this work, an Android mobile application named BeetleID was developed to detect ladybird beetles through image pre-processing methods and a deep learning convolutional neural network model. The image pre-processing module consists of three main algorithms: saliency map, active contour, and superpixel segmentation. The used convolutional neural network was validated with a 2611 image set of ladybird beetle species with a five-fold cross-validation method. It achieved accuracy and area under the curve of the receiver operating characteristic scores of 0.92 and 0.98, respectively. Furthermore, the application's feasibility was assessed by the mean execution time and battery consumption metrics of mobile emulators, phone Pixel 3a XL and tablet Pixel C, which obtained 16.32 and 18.43 seconds 0.07 and 0.11 milliampere-hour, respectively. These results prove that the proposed application is an excellent solution, with a few optimization issues, for specialists to detect ladybird beetles in wildlife environments accurately.

Idioma originalInglés
Título de la publicación alojadaETCM 2021 - 5th Ecuador Technical Chapters Meeting
EditoresMonica Karel Huerta, Sebastian Quevedo, Carlos Monsalve
EditorialInstitute of Electrical and Electronics Engineers Inc.
ISBN (versión digital)9781665441414
DOI
EstadoPublicada - 12 oct. 2021
Evento5th IEEE Ecuador Technical Chapters Meeting, ETCM 2021 - Cuenca, Ecuador
Duración: 12 oct. 202115 oct. 2021

Serie de la publicación

NombreETCM 2021 - 5th Ecuador Technical Chapters Meeting

Conferencia

Conferencia5th IEEE Ecuador Technical Chapters Meeting, ETCM 2021
País/TerritorioEcuador
CiudadCuenca
Período12/10/2115/10/21

Huella

Profundice en los temas de investigación de 'BeetleID: An Android Solution to Detect Ladybird Beetles'. En conjunto forman una huella única.

Citar esto