masterThesis
WoundArch: um sistema de arquitetura híbrida para a segmentação e classificação de feridas crônicas
Fecha
2021-05-31Registro en:
ROCHA, Carlos Diego Franco da. WoundArch: um sistema de arquitetura híbrida para a segmentação e classificação de feridas crônicas. 2021. 155f. Dissertação (Mestrado em Sistemas e Computação) - Centro de Ciências Exatas e da Terra, Universidade Federal do Rio Grande do Norte, Natal, 2021.
Autor
Rocha, Carlos Diego Franco da
Resumen
Every year, millions of people are affected by chronic wounds around the
world. The wound treatment process is costly and requires nursing professionals
to develop activities during patient care, among them: the correct identification
and classification of wound tissues. In this way, this work proposes to build a
hybrid computational system of two configurations to support the treatment
of wounds. The first configuration uses a mobile application to perform the
capture, segmentation and classification of the images of wounds. The other
configuration has a client-server architecture, the images are captured and
segmented in the application and sent, through the Internet, to the web server,
which is responsible for classifying the tissue of the wounds. For this, some
studies were carried out in the literature, namely: review of scientific articles,
applications similar to the one proposed in this work, methods for assessing
the efficiency of computer systems and wound classification algorithms. Thus,
this work uses the method of segmentation and classification of wound images
developed by Marques et al. (Vítor Godeiro Marques 2018) to build the hybrid
computational system. An evaluation questionnaire was developed to be applied to nursing specialists at Hospital Universitário Onofre Lopes in order to assess
the technical quality of segmentation and classification of wounds. Thus, by
means of a survey, we sought to answer the following research question: are
the execution time and energy expenditures acceptable by nurses in both
configurations of the system?