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Brain Segmentation

( Image credit: 3D fully convolutional networks for subcortical segmentation in MRI: A large-scale study )

Papers

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Showing 51–100 of 146 papers

TitleStatusHype
FastSurferVINN: Building Resolution-Independence into Deep Learning Segmentation Methods -- A Solution for HighRes Brain MRI—0
Factorisation-based Image LabellingCode0
Synthetic magnetic resonance images for domain adaptation: Application to fetal brain tissue segmentation—0
The role of MRI physics in brain segmentation CNNs: achieving acquisition invariance and instructive uncertainties—0
Partial supervision for the FeTA challenge 2021Code1
Sub-cortical structure segmentation database for young population—0
Whole Brain Segmentation with Full Volume Neural NetworkCode1
DBSegment: Fast and robust segmentation of deep brain structures -- Evaluation of transportability across acquisition domainsCode1
Deep learning facilitates fully automated brain image registration of optoacoustic tomography and magnetic resonance imaging—0
Efficient and Generic Interactive Segmentation Framework to Correct Mispredictions during Clinical Evaluation of Medical Images—0
AGD-Autoencoder: Attention Gated Deep Convolutional Autoencoder for Brain Tumor SegmentationCode0
MONAIfbs: MONAI-based fetal brain MRI deep learning segmentationCode1
GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical ImagingCode1
CEREBRUM‐7T: Fast and Fully Volumetric Brain Segmentation of 7 Tesla MR VolumesCode1
Privacy Preserving for Medical Image Analysis via Non-Linear Deformation Proxy—0
Direct cortical thickness estimation using deep learning‐based anatomy segmentation and cortex parcellationCode1
An automatic multi-tissue human fetal brain segmentation benchmark using the Fetal Tissue Annotation Dataset—0
Efficient multi-class fetal brain segmentation in high resolution MRI reconstructions with noisy labelsCode0
Local Temperature Scaling for Probability CalibrationCode1
A Longitudinal Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple SclerosisCode0
Multi-modal segmentation of 3D brain scans using neural networks—0
Multi-Site Infant Brain Segmentation Algorithms: The iSeg-2019 Challenge—0
Uncertainty-Guided Efficient Interactive Refinement of Fetal Brain Segmentation from Stacks of MRI SlicesCode1
Bayesian convolutional neural network based MRI brain extraction on nonhuman primates—0
RegQCNET: Deep Quality Control for Image-to-template Brain MRI Affine Registration—0
A Contrast-Adaptive Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple SclerosisCode0
Importance Driven Continual Learning for Segmentation Across DomainsCode1
MixNet: Multi-modality Mix Network for Brain SegmentationCode0
ROAM: Random Layer Mixup for Semi-Supervised Learning in Medical ImagingCode0
A Learning Strategy for Contrast-agnostic MRI SegmentationCode1
Region of Interest Identification for Brain Tumors in Magnetic Resonance Images—0
Recalibrating 3D ConvNets with Project & ExciteCode0
End-to-end semantic segmentation of personalized deep brain structures for non-invasive brain stimulationCode0
Robust Brain Magnetic Resonance Image Segmentation for Hydrocephalus Patients: Hard and Soft Attention—0
Analysis of effectiveness of thresholding in perfusion ROI detection on T2-weighted MR images with abnormal brain anatomy—0
AssemblyNet: A large ensemble of CNNs for 3D Whole Brain MRI Segmentation—0
DARTS: DenseUnet-based Automatic Rapid Tool for brain SegmentationCode0
CompareNet: Anatomical Segmentation Network with Deep Non-local Label Fusion—0
FastSurfer -- A fast and accurate deep learning based neuroimaging pipelineCode1
Transfer Learning from Partial Annotations for Whole Brain Segmentation—0
Generalizing Deep Whole Brain Segmentation for Pediatric and Post-Contrast MRI with Augmented Transfer Learning—0
Automatic Intracranial Brain Segmentation from Computed Tomography Head Images—0
`Project & Excite' Modules for Segmentation of Volumetric Medical ScansCode1
Association of genomic subtypes of lower-grade gliomas with shape features automatically extracted by a deep learning algorithmCode0
AssemblyNet: A Novel Deep Decision-Making Process for Whole Brain MRI Segmentation—0
BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning—0
A multi-objective optimization approach for brain MRI segmentation using fuzzy entropy clustering and region-based active contour methods—0
Fast Infant MRI Skullstripping with Multiview 2D Convolutional Neural Networks—0
Unsupervised Deep Learning for Bayesian Brain MRI SegmentationCode0
3DQ: Compact Quantized Neural Networks for Volumetric Whole Brain Segmentation—0
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