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Brain Segmentation

17 papers with code · Medical

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Quantitative analysis of patch-based fully convolutional neural networks for tissue segmentation on brain magnetic resonance imaging

19 Jan 2018NIC-VICOROB/tissue_segmentation_comparison

Accurate brain tissue segmentation in Magnetic Resonance Imaging (MRI) has attracted the attention of medical doctors and researchers since variations in tissue volume help in diagnosing and monitoring neurological diseases.

BRAIN SEGMENTATION

Bayesian QuickNAT: Model Uncertainty in Deep Whole-Brain Segmentation for Structure-wise Quality Control

24 Nov 2018abhi4ssj/BayesianQuickNAT

Next to voxel-wise uncertainty, we introduce four metrics to quantify structure-wise uncertainty in segmentation for quality control.

BRAIN SEGMENTATION

DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy

27 Feb 2017ai-med/DeepNAT

We introduce DeepNAT, a 3D Deep convolutional neural network for the automatic segmentation of NeuroAnaTomy in T1-weighted magnetic resonance images.

BRAIN SEGMENTATION MULTI-TASK LEARNING

On Direct Distribution Matching for Adapting Segmentation Networks

4 Apr 2019anonymauthor/DDMSegNet

We juxtapose our approach to state-of-the-art segmentation adaptation via adversarial training in the network-output space.

BRAIN SEGMENTATION DOMAIN ADAPTATION IMAGE CLASSIFICATION

MRI Super-Resolution using Multi-Channel Total Variation

8 Oct 2018brudfors/spm_superres

This paper presents a generative model for super-resolution in routine clinical magnetic resonance images (MRI), of arbitrary orientation and contrast.

BRAIN SEGMENTATION SUPER RESOLUTION

VoxResNet: Deep Voxelwise Residual Networks for Volumetric Brain Segmentation

21 Aug 2016mediteamC/teamC

Recently deep residual learning with residual units for training very deep neural networks advanced the state-of-the-art performance on 2D image recognition tasks, e. g., object detection and segmentation.

BRAIN SEGMENTATION OBJECT DETECTION SEMANTIC SEGMENTATION

Deep Neural Networks for Anatomical Brain Segmentation

9 Feb 2015bclwan/MRI_Brain_Segmentation

To our knowledge, our technique is the first to tackle the anatomical segmentation of the whole brain using deep neural networks.

BRAIN SEGMENTATION