Adrià Casamitjana

Adrià Casamitjana

3D Convolutional Neural Networks for Brain Tumor Segmentation; A Comparison of Multi-resolution Architectures

Published in MICCAI BrainLes Workshop, 2017

Authors: Adrià Casamitjana, Santi Puch, Asier Aduriz, Verónica Vilaplana

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Abstract

This paper analyzes the use of 3D Convolutional Neural Networks for brain tumor segmentation in MR images. We address the problem using three different architectures that combine fine and coarse features to obtain the final segmentation. We compare three different networks that use multi-resolution features in terms of both design and performance and we show that they improve their single-resolution counterparts.