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DeepReg: a deep learning toolkit for medical image registration
DeepReg (https://github.com/DeepRegNet/DeepReg) is a community-supported...
11/04/2020 ∙ by Yunguan Fu, et al. ∙
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QuantNet: Transferring Learning Across Systematic Trading Strategies
In this work we introduce QuantNet: an architecture that is capable of t...
04/07/2020 ∙ by Adriano Koshiyama, et al. ∙
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Image Quality Transfer Enhances Contrast and Resolution of Low-Field Brain MRI in African Paediatric Epilepsy Patients
1.5T or 3T scanners are the current standard for clinical MRI, but low-f...
03/16/2020 ∙ by Matteo Figini, et al. ∙
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Degenerative Adversarial NeuroImage Nets for 3D Simulations: Application in Longitudinal MRI
The recent success of deep learning together with the availability of la...
12/03/2019 ∙ by Daniele Ravì, et al. ∙
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Deep Learning for Low-Field to High-Field MR: Image Quality Transfer with Probabilistic Decimation Simulator
MR images scanned at low magnetic field (<1T) have lower resolution in t...
09/15/2019 ∙ by Hongxiang Lin, et al. ∙
31
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Multi-Stage Prediction Networks for Data Harmonization
In this paper, we introduce multi-task learning (MTL) to data harmonizat...
07/26/2019 ∙ by Stefano B. Blumberg, et al. ∙
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ABCD Neurocognitive Prediction Challenge 2019: Predicting individual residual fluid intelligence scores from cortical grey matter morphology
We predicted residual fluid intelligence scores from T1-weighted MRI dat...
05/26/2019 ∙ by Neil P. Oxtoby, et al. ∙
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ABCD Neurocognitive Prediction Challenge 2019: Predicting individual fluid intelligence scores from structural MRI using probabilistic segmentation and kernel ridge regression
We applied several regression and deep learning methods to predict fluid...
05/26/2019 ∙ by Agoston Mihalik, et al. ∙
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Deeper Image Quality Transfer: Training Low-Memory Neural Networks for 3D Images
In this paper we address the memory demands that come with the processin...
08/16/2018 ∙ by Stefano B. Blumberg, et al. ∙
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