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11/21/2021
Deep Image Prior using Stein's Unbiased Risk Estimator: SURE-DIP
Deep learning algorithms that rely on extensive training data are revolu...
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01/29/2021
Model Adaptation for Image Reconstruction using Generalized Stein's Unbiased Risk Estimator
Deep learning image reconstruction algorithms often suffer from model mi...
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10/20/2020
ENSURE: Ensemble Stein's Unbiased Risk Estimator for Unsupervised Learning
Deep learning accelerates the MR image reconstruction process after offl...
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11/06/2019
Joint Optimization of Sampling Patterns and Deep Priors for Improved Parallel MRI
Multichannel imaging techniques are widely used in MRI to reduce the sca...
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12/27/2018
Off-the-grid model based deep learning (O-MODL)
We introduce a model based off-the-grid image reconstruction algorithm u...
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12/19/2018
Multi-Shot Sensitivity-Encoded Diffusion MRI using Model-Based Deep Learning (MODL-MUSSELS)
We propose a model-based deep learning architecture for the correction o...
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12/07/2017
MoDL: Model Based Deep Learning Architecture for Inverse Problems
We introduce a model-based image reconstruction framework with a convolu...
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01/10/2014