@InProceedings{GalvãoReSaOlDuAn:2021:AvMoDe,
author = "Galv{\~a}o, Abel Ramalho and Rehem, Jonathan Moreira Cardozo and
Santos, Washington Lu{\'{\i}}s Conrado dos and Oliveira, Luciano
Rebou{\c{c}}as de and Duarte, Angelo Am{\^a}ncio and Angelo,
Michele F{\'u}lvia",
affiliation = "{Universidade Estadual de Feira de Santana (UEFS)} and
{Universidade Estadual de Feira de Santana (UEFS)} and {Centro de
Pesquisas Gon{\c{c}}alo Muniz da Funda{\c{c}}{\~a}o Oswaldo
Cruz (CpqGM/FIOCRUZ)} and {Universidade Federal da Bahia (UFBA)}
and {Universidade Estadual de Feira de Santana (UEFS)} and
{Universidade Estadual de Feira de Santana (UEFS)}",
title = "Avalia{\c{c}}{\~a}o de Modelos de Detec{\c{c}}{\~a}o de
Objetos para Detectar Glom{\'e}rulos em Imagens
Histol{\'o}gicas",
booktitle = "Proceedings...",
year = "2021",
editor = "Paiva, Afonso and Menotti, David and Baranoski, Gladimir V. G. and
Proen{\c{c}}a, Hugo Pedro and Junior, Antonio Lopes Apolinario
and Papa, Jo{\~a}o Paulo and Pagliosa, Paulo and dos Santos,
Thiago Oliveira and e S{\'a}, Asla Medeiros and da Silveira,
Thiago Lopes Trugillo and Brazil, Emilio Vital and Ponti, Moacir
A. and Fernandes, Leandro A. F. and Avila, Sandra",
organization = "Conference on Graphics, Patterns and Images, 34. (SIBGRAPI)",
publisher = "Sociedade Brasileira de Computa{\c{c}}{\~a}o",
address = "Porto Alegre",
keywords = "Glom{\'e}rulos, Detec{\c{c}}{\~a}o autom{\'a}tica, Deep
learning, PathoSpotter.",
abstract = "Glomeruli are renal structures responsible for filtering blood and
can be affected by lesions. Currently, computer systems to help
identify these lesions have been developed, and thus, the
detection of these glomeruli is of great importance. The objective
of this work is to evaluate the performance of object detection
models for the detection of glomeruli in digital histological
images. Three models were evaluated: SM1 (SSD Mobilenet v1), FRR50
(Faster RCNN Resnet 50) and FRR101 (Faster RCNN Resnet 101), of
which the FRR50 model obtained the best result, mAP=0.88.",
conference-location = "Gramado, RS, Brazil (virtual)",
conference-year = "18-22 Oct. 2021",
language = "pt",
ibi = "8JMKD3MGPEW34M/45EK7EB",
url = "http://urlib.net/ibi/8JMKD3MGPEW34M/45EK7EB",
targetfile = "paper.pdf",
urlaccessdate = "2024, May 04"
}