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About Voxresnet: Deep Voxelwise Residual Networks For Volumetric Brain Segmentation
This document presents VoxResNet, a deep 3D convolutional neural network that uses residual learning to perform volumetric brain segmentation from MRI images. The key contributions are: 1) VoxResNet extends residual learning to 3D, allowing it to fully leverage contextual information from volumetric data for segmentation. 2) An auto-context version of VoxResNet further improves segmentation by integrating low-level appearance, implicit shape, and high-level context features. Experiments on brain MRI segmentation show VoxResNet outperforms other state-of-the-art methods.
Detailed Information
Author: | ['Prakash Singh'] |
---|---|
Publication Year: | 2019 |
Pages: | 9 |
Language: | English |
Format: | |
Price: | FREE |
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