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07/13/2023
AnyStar: Domain randomized universal star-convex 3D instance segmentation
Star-convex shapes arise across bio-microscopy and radiology in the form...
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05/05/2023
Domain-agnostic segmentation of thalamic nuclei from joint structural and diffusion MRI
The human thalamus is a highly connected subcortical grey-matter structu...
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09/05/2022
Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasets
Every year, millions of brain MRI scans are acquired in hospitals, which...
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03/03/2022
Robust Segmentation of Brain MRI in the Wild with Hierarchical CNNs and no Retraining
Retrospective analysis of brain MRI scans acquired in the clinic has the...
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02/07/2022
Accurate super-resolution low-field brain MRI
The recent introduction of portable, low-field MRI (LF-MRI) into the cli...
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07/20/2021
SynthSeg: Domain Randomisation for Segmentation of Brain MRI Scans of any Contrast and Resolution
Despite advances in data augmentation and transfer learning, convolution...
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12/24/2020
Joint super-resolution and synthesis of 1 mm isotropic MP-RAGE volumes from clinical MRI exams with scans of different orientation, resolution and contrast
Most existing algorithms for automatic 3D morphometry of human brain MRI...
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04/21/2020
Learning Multi-Modal Image Registration without Real Data
We introduce a learning-based strategy for multi-modal registration of i...
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04/21/2020
Partial Volume Segmentation of Brain MRI Scans of any Resolution and Contrast
Partial voluming (PV) is arguably the last crucial unsolved problem in B...
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03/04/2020