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05/02/2023
Multi-Head Graph Convolutional Network for Structural Connectome Classification
We tackle classification based on brain connectivity derived from diffus...
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03/02/2023
Joint cortical registration of geometry and function using semi-supervised learning
Brain surface-based image registration, an important component of brain ...
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01/26/2023
Anatomy-aware and acquisition-agnostic joint registration with SynthMorph
Affine image registration is a cornerstone of medical-image processing a...
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01/25/2023
Data Consistent Deep Rigid MRI Motion Correction
Motion artifacts are a pervasive problem in MRI, leading to misdiagnosis...
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05/15/2022
SuperWarp: Supervised Learning and Warping on U-Net for Invariant Subvoxel-Precise Registration
In recent years, learning-based image registration methods have graduall...
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03/30/2022
Learning the Effect of Registration Hyperparameters with HyperMorph
We introduce HyperMorph, a framework that facilitates efficient hyperpar...
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03/18/2022
SynthStrip: Skull-Stripping for Any Brain Image
The removal of non-brain signal from magnetic resonance imaging (MRI) da...
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02/07/2022
SUD: Supervision by Denoising for Medical Image Segmentation
Training a fully convolutional network for semantic segmentation typical...
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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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07/06/2021
Unsupervised learning of MRI tissue properties using MRI physics models
In neuroimaging, MRI tissue properties characterize underlying neurobiol...
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04/30/2021
Robust joint registration of multiple stains and MRI for multimodal 3D histology reconstruction: Application to the Allen human brain atlas
Joint registration of a stack of 2D histological sections to recover 3D ...
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01/04/2021
HyperMorph: Amortized Hyperparameter Learning for Image Registration
We present HyperMorph, a learning-based strategy for deformable image re...
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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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09/11/2020
3D Reconstruction and Segmentation of Dissection Photographs for MRI-free Neuropathology
Neuroimaging to neuropathology correlation (NTNC) promises to enable the...
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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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04/09/2020
Cortical surface registration using unsupervised learning
Non-rigid cortical registration is an important and challenging task due...
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03/04/2020
A Learning Strategy for Contrast-agnostic MRI Segmentation
We present a deep learning strategy that enables, for the first time, co...
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10/09/2019
FastSurfer – A fast and accurate deep learning based neuroimaging pipeline
Traditional neuroimage analysis pipelines involve computationally intens...
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04/27/2019
Fast Infant MRI Skullstripping with Multiview 2D Convolutional Neural Networks
Skullstripping is defined as the task of segmenting brain tissue from a ...
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04/25/2019
Unsupervised deep learning for Bayesian brain MRI segmentation
Probabilistic atlas priors have been commonly used to derive adaptive an...
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01/17/2019
PSACNN: Pulse Sequence Adaptive Fast Whole Brain Segmentation
With the advent of convolutional neural networks (CNN), supervised learn...
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01/17/2019
PSACNN: Pulse Sequence Resilient Fast Whole Brain Segmentation
With the advent of convolutional neural networks (CNN), supervised learn...
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07/30/2018
Pulse Sequence Resilient Fast Brain Segmentation
Accurate automatic segmentation of brain anatomy from T_1-weighted (T_1-...
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06/22/2018
A probabilistic atlas of the human thalamic nuclei combining ex vivo MRI and histology
The human thalamus is a brain structure that comprises numerous, highly ...
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01/16/2018