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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
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
Brain-ID: Learning Contrast-agnostic Anatomical Representations for Brain ImagingCode1
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
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image SegmentationCode1
Comprehensive analysis of synthetic learning applied to neonatal brain MRI segmentationCode0
Enhancing Hierarchical Transformers for Whole Brain Segmentation with Intracranial Measurements IntegrationCode1
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
Joint Self-Supervised Image-Volume Representation Learning with Intra-Inter Contrastive Clustering—0
Semi-supervised Learning with Robust Loss in Brain Segmentation—0
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
Contour Dice loss for structures with Fuzzy and Complex Boundaries in Fetal MRI—0
Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasetsCode0
FAST-AID Brain: Fast and Accurate Segmentation Tool using Artificial Intelligence Developed for BrainCode0
TBI-GAN: An Adversarial Learning Approach for Data Synthesis on Traumatic Brain Segmentation—0
Comparative Validation of AI and non-AI Methods in MRI Volumetry to Diagnose Parkinsonian Syndromes—0
An Open-Source Tool for Longitudinal Whole-Brain and White Matter Lesion SegmentationCode0
Suggestive Annotation of Brain MR Images with Gradient-guided Sampling—0
CAS-Net: Conditional Atlas Generation and Brain Segmentation for Fetal MRI—0
An automatic pipeline for atlas-based fetal and neonatal brain segmentation and analysisCode0
Deep Learning Framework for Real-time Fetal Brain Segmentation in MRICode0
Ischemic Stroke Lesion Segmentation Using Adversarial Learning—0
Learning to segment fetal brain tissue from noisy annotations—0
vol2Brain: A new online Pipeline for whole Brain MRI analysis—0
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea SegmentationCode1
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