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06/05/2023
DeepGraphDMD: Interpretable Spatio-Temporal Decomposition of Non-linear Functional Brain Network Dynamics
Functional brain dynamics is supported by parallel and overlapping funct...
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04/06/2023
Anomaly Detection via Gumbel Noise Score Matching
We propose Gumbel Noise Score Matching (GNSM), a novel unsupervised meth...
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08/11/2022
Optimal Transport Features for Morphometric Population Analysis
Brain pathologies often manifest as partial or complete loss of tissue. ...
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07/08/2022
Multi-view Attention for gestational age at birth prediction
We present our method for gestational age at birth prediction for the SL...
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09/06/2021
Non-Euclidean Analysis of Joint Variations in Multi-Object Shapes
This paper considers joint analysis of multiple functionally related str...
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10/25/2020
Multiscale Score Matching for Out-of-Distribution Detection
We present a new methodology for detecting out-of-distribution (OOD) ima...
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02/19/2019
Accurate Automatic Segmentation of Amygdala Subnuclei and Modeling of Uncertainty via Bayesian Fully Convolutional Neural Network
Recent advances in deep learning have improved the segmentation accuracy...
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03/31/2017
Quicksilver: Fast Predictive Image Registration - a Deep Learning Approach
This paper introduces Quicksilver, a fast deformable image registration ...
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03/31/2017