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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
Brain-ID: Learning Contrast-agnostic Anatomical Representations for Brain ImagingCode1
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image SegmentationCode1
Enhancing Hierarchical Transformers for Whole Brain Segmentation with Intracranial Measurements IntegrationCode1
Reliable brain morphometry from contrast‐enhanced T1w‐MRI in patients with multiple sclerosisCode1
UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical SegmentationCode1
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea SegmentationCode1
Partial supervision for the FeTA challenge 2021Code1
Whole Brain Segmentation with Full Volume Neural NetworkCode1
DBSegment: Fast and robust segmentation of deep brain structures -- Evaluation of transportability across acquisition domainsCode1
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
Direct cortical thickness estimation using deep learning‐based anatomy segmentation and cortex parcellationCode1
Local Temperature Scaling for Probability CalibrationCode1
Uncertainty-Guided Efficient Interactive Refinement of Fetal Brain Segmentation from Stacks of MRI SlicesCode1
Importance Driven Continual Learning for Segmentation Across DomainsCode1
A Learning Strategy for Contrast-agnostic MRI SegmentationCode1
FastSurfer -- A fast and accurate deep learning based neuroimaging pipelineCode1
`Project & Excite' Modules for Segmentation of Volumetric Medical ScansCode1
HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentationCode1
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional NetworksCode1
GOUHFI: a novel contrast- and resolution-agnostic segmentation tool for Ultra-High Field MRICode0
FLAIRBrainSeg: Fine-grained brain segmentation using FLAIR MRI only—0
Exploring Robustness of Cortical Morphometry in the presence of white matter lesions, using Diffusion Models for Lesion Filling—0
Transfer Risk Map: Mitigating Pixel-level Negative Transfer in Medical Segmentation—0
Full-Head Segmentation of MRI with Abnormal Brain Anatomy: Model and Data ReleaseCode0
Unified 3D MRI Representations via Sequence-Invariant Contrastive LearningCode0
VPBSD:Vessel-Pattern-Based Semi-Supervised Distillation for Efficient 3D Microscopic Cerebrovascular Segmentation—0
SegQC: a segmentation network-based framework for multi-metric segmentation quality control and segmentation error detection in volumetric medical images—0
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
Bilateral Hippocampi Segmentation in Low Field MRIs Using Mutual Feature Learning via Dual-ViewsCode0
MedSegMamba: 3D CNN-Mamba Hybrid Architecture for Brain SegmentationCode0
Label-Efficient 3D Brain Segmentation via Complementary 2D Diffusion Models with Orthogonal Views—0
Deep learning-based brain segmentation model performance validation with clinical radiotherapy CT—0
Investigation of Energy-efficient AI Model Architectures and Compression Techniques for "Green" Fetal Brain Segmentation—0
Region-based U-net for accelerated training and enhanced precision in deep brain segmentation—0
Transferring Ultrahigh-Field Representations for Intensity-Guided Brain Segmentation of Low-Field Magnetic Resonance Imaging—0
Expert-Adaptive Medical Image Segmentation—0
Multi-Center Fetal Brain Tissue Annotation (FeTA) Challenge 2022 Results—0
Segment anything model (SAM) for brain extraction in fMRI studiesCode0
Artificial Intelligence in Fetal Resting-State Functional MRI Brain Segmentation: A Comparative Analysis of 3D UNet, VNet, and HighRes-Net Models—0
All Sizes Matter: Improving Volumetric Brain Segmentation on Small Lesions—0
Comprehensive analysis of synthetic learning applied to neonatal brain MRI segmentationCode0
Brain MRI Segmentation using Template-Based Training and Visual Perception Augmentation—0
Numerical Uncertainty of Convolutional Neural Networks Inference for Structural Brain MRI Analysis—0
Direct segmentation of brain white matter tracts in diffusion MRI—0
UM-CAM: Uncertainty-weighted Multi-resolution Class Activation Maps for Weakly-supervised Fetal Brain Segmentation—0
Two Independent Teachers are Better Role ModelCode0
Mixup-Privacy: A simple yet effective approach for privacy-preserving segmentation—0
Model-based inexact graph matching on top of CNNs for semantic scene understandingCode0
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