Deep learning for biomedical texture image analysis
Andrearczyk, Vincent and Whelan, Paul F.ORCID: 0000-0001-9230-7656
(2017)
Deep learning for biomedical texture image analysis.
In: Irish Machine Vision and Image Processing Conference 2017, 30 Aug - 1 Sept 2017, Maynooth, Ireland.
ISBN 978-0-9934207-2-6
This paper shows promising results in the application of Convolutional Neural Networks (CNN) to biomedical imaging. Texture is often dominant in biomedical imaging and its analysis is essential to automatically obtain meaningful information. Therefore, we introduce a method using a Texture CNN for the classification of biomedical images. We test our approach on three datasets of liver tissues images and significantly improve the state of the art.
McDonald, John and Markham, Charles and Winstanley, Adam C., (eds.)
Irish Machine Vision and Image Processing Conference Proceedings 2017.
.
Irish Pattern Recognition & Classification Society (IPRCS). ISBN 978-0-9934207-2-6
Publisher:
Irish Pattern Recognition & Classification Society (IPRCS)