Banca de DEFESA: BRUNO HENRIQUE LIRA DOS ANJOS

Uma banca de DEFESA DE MESTRADO foi cadastrada pelo programa.

DISCENTE: BRUNO HENRIQUE LIRA DOS ANJOS
DATA: 27/11/2020
HORA: 10:00
LOCAL: Google Meeting
TÍTULO:

PREDCGAN: An approach to synthetic lung nodule generation with the use of Pre-Training.

RESUMO:

Early treatment and detection of lung cancer is important. However, the classification of nodules by neural convolutional network using few real computed tomography images is a difficult process. To work around this problem, this work proposes PREDCGAN. In it we add a pre-training in the pipeline of a generative adversarial network for the generation of pulmonary nodules. As a result, the use as a base increase of these synthetic images in conjunction with classical techniques to classify pulmonary nodules was found to be a value of 0.791 AUC, being the best value compared to other methods found in this work. 

PALAVRAS-CHAVE:

Generetantive Adversarial Network, PREDCGAN, Pre-Training, Lung Cancer

PÁGINAS: 40100
GRANDE ÁREA: Ciências Exatas e da Terra
ÁREA: Ciência da Computação
SUBÁREA: Metodologia e Técnicas da Computação
ESPECIALIDADE: Processamento Gráfico (Graphics)

MEMBROS DA BANCA:
Presidente - 1544992 - MARCELO COSTA OLIVEIRA
Interno(a) - 1766576 - THALES MIRANDA DE ALMEIDA VIEIRA
Externo(a) à Instituição - PAULO MAZZONCINI DE AZEVEDO MARQUES - USP