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07/05/2023
Direct segmentation of brain white matter tracts in diffusion MRI
The brain white matter consists of a set of tracts that connect distinct...
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04/12/2023
FetMRQC: Automated Quality Control for fetal brain MRI
Quality control (QC) has long been considered essential to guarantee the...
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02/10/2023
Tackling Bias in the Dice Similarity Coefficient: Introducing nDSC for White Matter Lesion Segmentation
The development of automatic segmentation techniques for medical imaging...
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11/25/2022
Domain generalization in fetal brain MRI segmentation with multi-reconstruction augmentation
Quantitative analysis of in utero human brain development is crucial for...
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11/11/2022
Self-Supervised Isotropic Superresolution Fetal Brain MRI
Superresolution T2-weighted fetal-brain magnetic-resonance imaging (FBMR...
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11/09/2022
Novel structural-scale uncertainty measures and error retention curves: application to multiple sclerosis
This paper focuses on the uncertainty estimation for white matter lesion...
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10/18/2022
Transfer learning with weak labels from radiology reports: application to glioma change detection
Creating large annotated datasets represents a major bottleneck for the ...
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06/30/2022
Shifts 2.0: Extending The Dataset of Real Distributional Shifts
Distributional shift, or the mismatch between training and deployment da...
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01/29/2022
Validation and Generalizability of Self-Supervised Image Reconstruction Methods for Undersampled MRI
Purpose: To investigate aspects of the validation of self-supervised alg...
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01/19/2022
Cortical lesions, central vein sign, and paramagnetic rim lesions in multiple sclerosis: emerging machine learning techniques and future avenues
The current multiple sclerosis (MS) diagnostic criteria lack specificity...
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11/22/2021
4D iterative reconstruction of brain fMRI in the moving fetus
Resting-state functional Magnetic Resonance Imaging (fMRI) is a powerful...
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11/08/2021
Synthetic magnetic resonance images for domain adaptation: Application to fetal brain tissue segmentation
The quantitative assessment of the developing human brain in utero is cr...
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09/06/2021
FaBiAN: A Fetal Brain magnetic resonance Acquisition Numerical phantom
Accurate characterization of in utero human brain maturation is critical...
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03/10/2021
Weak labels and anatomical knowledge: making deep learning practical for intracranial aneurysm detection in TOF-MRA
Supervised segmentation algorithms yield state-of-the-art results for au...
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10/29/2020
A comparison of automatic multi-tissue segmentation methods of the human fetal brain using the FeTA Dataset
It is critical to quantitatively analyse the developing human fetal brai...
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10/23/2020
Segmentation of the cortical plate in fetal brain MRI with a topological loss
The fetal cortical plate undergoes drastic morphological changes through...
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08/15/2020
Automated Detection of Cortical Lesions in Multiple Sclerosis Patients with 7T MRI
The automated detection of cortical lesions (CLs) in patients with multi...
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09/10/2018
