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14 results on '"Costa, Arthur C."'

2. Data Augmentation for Detection of Architectural Distortion in Digital Mammography using Deep Learning Approach

Author

Costa, Arthur C., Oliveira, Helder C. R., Catani, Juliana H., de Barros, Nestor, Melo, Carlos F. E., and Vieira, Marcelo A. C.

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, Statistics - Machine Learning
Abstract

Early detection of breast cancer can increase treatment efficiency. Architectural Distortion (AD) is a very subtle contraction of the breast tissue and may represent the earliest sign of cancer. Since it is very likely to be unnoticed by radiologists, several approaches have been proposed over the years but none using deep learning techniques. To train a Convolutional Neural Network (CNN), which is a deep neural architecture, is necessary a huge amount of data. To overcome this problem, this paper proposes a data augmentation approach applied to clinical image dataset to properly train a CNN. Results using receiver operating characteristic analysis showed that with a very limited dataset we could train a CNN to detect AD in digital mammography with area under the curve (AUC = 0.74).

Published
2018

3. Detection of Architectural Distortion with Deep Convolutional Neural Network and Data Augmentation of Limited Dataset

Author

Costa, Arthur C., Oliveira, Helder C. R., Catani, Juliana H., de Barros, Nestor, Melo, Carlos F. E., Vieira, Marcelo A. C., Magjarevic, Ratko, Series Editor, Ładyżyński, Piotr, Associate Editor, Ibrahim, Fatimah, Associate Editor, Lackovic, Igor, Associate Editor, Rock, Emilio Sacristan, Associate Editor, Costa-Felix, Rodrigo, editor, Machado, João Carlos, editor, and Alvarenga, André Victor, editor

Published
2019
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