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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 101–146 of 146 papers

TitleStatusHype
Few-shot brain segmentation from weakly labeled data with deep heteroscedastic multi-task networks—0
FLAIRBrainSeg: Fine-grained brain segmentation using FLAIR MRI only—0
DARTS: DenseUnet-based Automatic Rapid Tool for brain SegmentationCode0
Two Independent Teachers are Better Role ModelCode0
An Open-Source Tool for Longitudinal Whole-Brain and White Matter Lesion SegmentationCode0
MedSegMamba: 3D CNN-Mamba Hybrid Architecture for Brain SegmentationCode0
Deep Learning Framework for Real-time Fetal Brain Segmentation in MRICode0
MixNet: Multi-modality Mix Network for Brain SegmentationCode0
Deep Neural Networks for Anatomical Brain SegmentationCode0
Comprehensive analysis of synthetic learning applied to neonatal brain MRI segmentationCode0
VoxResNet: Deep Voxelwise Residual Networks for Volumetric Brain SegmentationCode0
Model-based inexact graph matching on top of CNNs for semantic scene understandingCode0
An automatic pipeline for atlas-based fetal and neonatal brain segmentation and analysisCode0
Efficient multi-class fetal brain segmentation in high resolution MRI reconstructions with noisy labelsCode0
MRI Super-Resolution using Multi-Channel Total VariationCode0
End-to-end semantic segmentation of personalized deep brain structures for non-invasive brain stimulationCode0
3D Densely Convolutional Networks for Volumetric SegmentationCode0
A Contrast-Adaptive Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple SclerosisCode0
3D Whole Brain Segmentation using Spatially Localized Atlas Network TilesCode0
Factorisation-based Image LabellingCode0
FAST-AID Brain: Fast and Accurate Segmentation Tool using Artificial Intelligence Developed for BrainCode0
ROAM: Random Layer Mixup for Semi-Supervised Learning in Medical ImagingCode0
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
NeuroNet: Fast and Robust Reproduction of Multiple Brain Image Segmentation PipelinesCode0
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial LearningCode0
3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object SizesCode0
Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasetsCode0
Full-Head Segmentation of MRI with Abnormal Brain Anatomy: Model and Data ReleaseCode0
Segment anything model (SAM) for brain extraction in fMRI studiesCode0
Bilateral Hippocampi Segmentation in Low Field MRIs Using Mutual Feature Learning via Dual-ViewsCode0
A Longitudinal Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple SclerosisCode0
Unified 3D MRI Representations via Sequence-Invariant Contrastive LearningCode0
GOUHFI: a novel contrast- and resolution-agnostic segmentation tool for Ultra-High Field MRICode0
Bayesian QuickNAT: Model Uncertainty in Deep Whole-Brain Segmentation for Structure-wise Quality ControlCode0
Association of genomic subtypes of lower-grade gliomas with shape features automatically extracted by a deep learning algorithmCode0
AGD-Autoencoder: Attention Gated Deep Convolutional Autoencoder for Brain Tumor SegmentationCode0
Unsupervised Deep Learning for Bayesian Brain MRI SegmentationCode0
Spatially Localized Atlas Network Tiles Enables 3D Whole Brain Segmentation from Limited DataCode0
Quantitative analysis of patch-based fully convolutional neural networks for tissue segmentation on brain magnetic resonance imagingCode0
Isointense Infant Brain Segmentation with a Hyper-dense Connected Convolutional Neural NetworkCode0
QuickNAT: A Fully Convolutional Network for Quick and Accurate Segmentation of NeuroanatomyCode0
Knowing what you know in brain segmentation using Bayesian deep neural networksCode0
3D fully convolutional networks for subcortical segmentation in MRI: A large-scale studyCode0
Real-Time Automatic Fetal Brain Extraction in Fetal MRI by Deep LearningCode0
Recalibrating 3D ConvNets with Project & ExciteCode0
3D Densely Convolutional Networks for VolumetricSegmentationCode0
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