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Vox2Vox: 3D-GAN for Brain Tumour Segmentation

BRAINLESION: GLIOMA, MULTIPLE SCLEROSIS, STROKE AND TRAUMATIC BRAIN INJURIES (BRAINLES 2020), PT I, 2021, p.274-284

2021

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Brain Tumor Segmentation with Self-ensembled, Deeply-Supervised 3D U-Net Neural Networks: A BraTS 2020 Challenge Solution

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.327-339

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Modality-Pairing Learning for Brain Tumor Segmentation

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.230-240

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Context Aware 3D UNet for Brain Tumor Segmentation

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.207-218

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Automatic Brain Tumor Segmentation with Scale Attention Network

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.285-294

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A Two-Stage Cascade Model with Variational Autoencoders and Attention Gates for MRI Brain Tumor Segmentation

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2021, p.435-447

2021

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Brain Tumour Segmentation Using a Triplanar Ensemble of U-Nets on MR Images

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.340-353

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Symmetric-Constrained Irregular Structure Inpainting for Brain MRI Registration with Tumor Pathology

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.80-91

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Efficient Embedding Network for 3D Brain Tumor Segmentation

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.252-262

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Enhancing MRI Brain Tumor Segmentation with an Additional Classification Network

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.503-513

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Brain Tumor Segmentation Using Dual-Path Attention U-Net in 3D MRI Images

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.183-193

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Unsupervised 3D Brain Anomaly Detection

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.133-142

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Automated Brain Tumour Segmentation Using Cascaded 3D Densely-Connected U-Net

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.481-491

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Brain Tumor Segmentation Network Using Attention-Based Fusion and Spatial Relationship Constraint

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.219-229

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Multi-decoder Networks with Multi-denoising Inputs for Tumor Segmentation

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2021, p.412-423

2021

Volltextzugriff (PDF)

Spatio-Temporal Learning from Longitudinal Data for Multiple Sclerosis Lesion Segmentation

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.111-121

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Uncertainty-Driven Refinement of Tumor-Core Segmentation Using 3D-to-2D Networks with Label Uncertainty

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.401-411

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MRI Brain Tumor Segmentation Using a 2D-3D U-Net Ensemble

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.354-366

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Transfer Learning for Brain Tumor Segmentation

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.241-251

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Multiple Sclerosis Lesion Segmentation - A Survey of Supervised CNN-Based Methods

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.11-29

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Impact of Spherical Coordinates Transformation Pre-processing in Deep Convolution Neural Networks for Brain Tumor Segmentation and Survival Prediction

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.295-306

Volltextzugriff (PDF)

Multimodal Brain Tumor Segmentation and Survival Prediction Using a 3D Self-ensemble ResUNet

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.367-375

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MultiATTUNet: Brain Tumor Segmentation and Survival Multitasking

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.424-434

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Glioma Segmentation Using Encoder-Decoder Network and Survival Prediction Based on Cox Analysis

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.318-326

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Computational Diagnostics of GBM Tumors in the Era of Radiomics and Radiogenomics

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.30-38

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Vox2Vox: 3D-GAN for Brain Tumour Segmentation

Brain Tumor Segmentation with Self-ensembled, Deeply-Supervised 3D U-Net Neural Networks: A BraTS 2020 Challenge Solution

Modality-Pairing Learning for Brain Tumor Segmentation

Context Aware 3D UNet for Brain Tumor Segmentation

Automatic Brain Tumor Segmentation with Scale Attention Network

A Two-Stage Cascade Model with Variational Autoencoders and Attention Gates for MRI Brain Tumor Segmentation

Brain Tumour Segmentation Using a Triplanar Ensemble of U-Nets on MR Images

Symmetric-Constrained Irregular Structure Inpainting for Brain MRI Registration with Tumor Pathology

Efficient Embedding Network for 3D Brain Tumor Segmentation

Enhancing MRI Brain Tumor Segmentation with an Additional Classification Network

Brain Tumor Segmentation Using Dual-Path Attention U-Net in 3D MRI Images

Unsupervised 3D Brain Anomaly Detection

Automated Brain Tumour Segmentation Using Cascaded 3D Densely-Connected U-Net

Brain Tumor Segmentation Network Using Attention-Based Fusion and Spatial Relationship Constraint

Multi-decoder Networks with Multi-denoising Inputs for Tumor Segmentation

Spatio-Temporal Learning from Longitudinal Data for Multiple Sclerosis Lesion Segmentation

Uncertainty-Driven Refinement of Tumor-Core Segmentation Using 3D-to-2D Networks with Label Uncertainty

MRI Brain Tumor Segmentation Using a 2D-3D U-Net Ensemble

Transfer Learning for Brain Tumor Segmentation

Multiple Sclerosis Lesion Segmentation - A Survey of Supervised CNN-Based Methods

Impact of Spherical Coordinates Transformation Pre-processing in Deep Convolution Neural Networks for Brain Tumor Segmentation and Survival Prediction

Multimodal Brain Tumor Segmentation and Survival Prediction Using a 3D Self-ensemble ResUNet

MultiATTUNet: Brain Tumor Segmentation and Survival Multitasking

Glioma Segmentation Using Encoder-Decoder Network and Survival Prediction Based on Cox Analysis

Computational Diagnostics of GBM Tumors in the Era of Radiomics and Radiogenomics

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