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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 1–50 of 146 papers

TitleStatusHype
CEREBRUM‐7T: Fast and Fully Volumetric Brain Segmentation of 7 Tesla MR VolumesCode1
Enhancing Hierarchical Transformers for Whole Brain Segmentation with Intracranial Measurements IntegrationCode1
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea SegmentationCode1
Local Temperature Scaling for Probability CalibrationCode1
Brain-ID: Learning Contrast-agnostic Anatomical Representations for Brain ImagingCode1
Direct cortical thickness estimation using deep learning‐based anatomy segmentation and cortex parcellationCode1
Whole Brain Segmentation with Full Volume Neural NetworkCode1
Importance Driven Continual Learning for Segmentation Across DomainsCode1
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional NetworksCode1
MONAIfbs: MONAI-based fetal brain MRI deep learning segmentationCode1
Reliable brain morphometry from contrast‐enhanced T1w‐MRI in patients with multiple sclerosisCode1
`Project & Excite' Modules for Segmentation of Volumetric Medical ScansCode1
Partial supervision for the FeTA challenge 2021Code1
Uncertainty-Guided Efficient Interactive Refinement of Fetal Brain Segmentation from Stacks of MRI SlicesCode1
UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical SegmentationCode1
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image SegmentationCode1
GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical ImagingCode1
HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentationCode1
FastSurfer -- A fast and accurate deep learning based neuroimaging pipelineCode1
A Learning Strategy for Contrast-agnostic MRI SegmentationCode1
DBSegment: Fast and robust segmentation of deep brain structures -- Evaluation of transportability across acquisition domainsCode1
MRI Super-Resolution using Multi-Channel Total VariationCode0
Bilateral Hippocampi Segmentation in Low Field MRIs Using Mutual Feature Learning via Dual-ViewsCode0
3D fully convolutional networks for subcortical segmentation in MRI: A large-scale studyCode0
Bayesian QuickNAT: Model Uncertainty in Deep Whole-Brain Segmentation for Structure-wise Quality ControlCode0
3D Whole Brain Segmentation using Spatially Localized Atlas Network TilesCode0
Model-based inexact graph matching on top of CNNs for semantic scene understandingCode0
MedSegMamba: 3D CNN-Mamba Hybrid Architecture for Brain SegmentationCode0
A Longitudinal Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple SclerosisCode0
NeuroNet: Fast and Robust Reproduction of Multiple Brain Image Segmentation PipelinesCode0
Knowing what you know in brain segmentation using Bayesian deep neural networksCode0
MixNet: Multi-modality Mix Network for Brain SegmentationCode0
Quantitative analysis of patch-based fully convolutional neural networks for tissue segmentation on brain magnetic resonance imagingCode0
GOUHFI: a novel contrast- and resolution-agnostic segmentation tool for Ultra-High Field MRICode0
DARTS: DenseUnet-based Automatic Rapid Tool for brain SegmentationCode0
Association of genomic subtypes of lower-grade gliomas with shape features automatically extracted by a deep learning algorithmCode0
3D Densely Convolutional Networks for Volumetric SegmentationCode0
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial LearningCode0
Full-Head Segmentation of MRI with Abnormal Brain Anatomy: Model and Data ReleaseCode0
Comprehensive analysis of synthetic learning applied to neonatal brain MRI segmentationCode0
3D Densely Convolutional Networks for VolumetricSegmentationCode0
AGD-Autoencoder: Attention Gated Deep Convolutional Autoencoder for Brain Tumor SegmentationCode0
Comparative Study of Probabilistic Atlas and Deep Learning Approaches for Automatic Brain Tissue Segmentation from MRI Using N4 Bias Field Correction and Anisotropic Diffusion Pre-processing TechniquesCode0
End-to-end semantic segmentation of personalized deep brain structures for non-invasive brain stimulationCode0
3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object SizesCode0
Factorisation-based Image LabellingCode0
An Open-Source Tool for Longitudinal Whole-Brain and White Matter Lesion SegmentationCode0
Deep Learning Framework for Real-time Fetal Brain Segmentation in MRICode0
A Contrast-Adaptive Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple SclerosisCode0
An automatic pipeline for atlas-based fetal and neonatal brain segmentation and analysisCode0
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