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On the Extraction of Topologically Correct Thickness Measurements Using Khalimsky’s Cubic Complex

Information Processing in Medical Imaging, 2011, Vol.22, p.159-170

2011

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The Role of MRI Physics in Brain Segmentation CNNs: Achieving Acquisition Invariance and Instructive Uncertainties

Simulation and Synthesis in Medical Imaging, p.67-76

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Robust CT Synthesis for Radiotherapy Planning: Application to the Head and Neck Region

Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2015, p.476-484

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Subject-specific Models for the Analysis of Pathological FDG PET Data

Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2015, p.651-658

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Fully Automated Patch-Based Image Restoration: Application to Pathology Inpainting

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, p.3-15

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Privacy-Preserving Federated Brain Tumour Segmentation

Machine Learning in Medical Imaging, 2019, p.133-141

2019

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Knowledge Distillation for Semi-supervised Domain Adaptation

OR 2.0 Context-Aware Operating Theaters and Machine Learning in Clinical Neuroimaging, p.68-76

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Geodesic Information Flows

Medical Image Computing and Computer-Assisted Intervention – MICCAI 2012, 2012, Vol.15 (Pt 2), p.262-270

2012

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Learning to Segment Skin Lesions from Noisy Annotations

Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data, p.207-215

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Federated Learning for Breast Density Classification: A Real-World Implementation

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning, p.181-191

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Siloed Federated Learning for Multi-centric Histopathology Datasets

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning, p.129-139

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Inverse Distance Aggregation for Federated Learning with Non-IID Data

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning, p.150-159

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Fed-BioMed: A General Open-Source Frontend Framework for Federated Learning in Healthcare

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning, p.201-210

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Adaptive Neonate Brain Segmentation

Medical Image Computing and Computer-Assisted Intervention – MICCAI 2011, 2011, Vol.14 (Pt 3), p.378-386

2011

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Generating Virtual Chromoendoscopic Images and Improving Detectability and Classification Performance of Endoscopic Lesions

Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data, p.99-107

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On the Extraction of Topologically Correct Thickness Measurements Using Khalimsky’s Cubic Complex

The Role of MRI Physics in Brain Segmentation CNNs: Achieving Acquisition Invariance and Instructive Uncertainties

Robust CT Synthesis for Radiotherapy Planning: Application to the Head and Neck Region

Subject-specific Models for the Analysis of Pathological FDG PET Data

Fully Automated Patch-Based Image Restoration: Application to Pathology Inpainting

Privacy-Preserving Federated Brain Tumour Segmentation

Knowledge Distillation for Semi-supervised Domain Adaptation

Geodesic Information Flows

Learning to Segment Skin Lesions from Noisy Annotations

Federated Learning for Breast Density Classification: A Real-World Implementation

Siloed Federated Learning for Multi-centric Histopathology Datasets

Inverse Distance Aggregation for Federated Learning with Non-IID Data

Fed-BioMed: A General Open-Source Frontend Framework for Federated Learning in Healthcare

Adaptive Neonate Brain Segmentation

Generating Virtual Chromoendoscopic Images and Improving Detectability and Classification Performance of Endoscopic Lesions

Domain Generalizer: A Few-Shot Meta Learning Framework for Domain Generalization in Medical Imaging

An Adaptive Sampling Scheme to Efficiently Train Fully Convolutional Networks for Semantic Segmentation

FDA: Feature Decomposition and Aggregation for Robust Airway Segmentation

Adversarial Continual Learning for Multi-domain Hippocampal Segmentation

Noise as Domain Shift: Denoising Medical Images by Unpaired Image Translation

Fitting Segmentation Networks on Varying Image Resolutions Using Splatting

Automated Pancreas Segmentation Using Multi-institutional Collaborative Deep Learning

Self-supervised Learning of Inverse Problem Solvers in Medical Imaging

Cross Attention Transformers for Multi-modal Unsupervised Whole-Body PET Anomaly Detection

DeepEdit: Deep Editable Learning for Interactive Segmentation of 3D Medical Images

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