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10/07/2021
Uncertainty-aware GAN with Adaptive Loss for Robust MRI Image Enhancement
Image-to-image translation is an ill-posed problem as unique one-to-one ...
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07/21/2021
Towards Lower-Dose PET using Physics-Based Uncertainty-Aware Multimodal Learning with Robustness to Out-of-Distribution Data
Radiation exposure in positron emission tomography (PET) imaging limits ...
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03/30/2021
Single Test Image-Based Automated Machine Learning System for Distinguishing between Trait and Diseased Blood Samples
We introduce a machine learning-based method for fully automated diagnos...
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03/16/2019
Robust Super-Resolution GAN, with Manifold-based and Perception Loss
Super-resolution using deep neural networks typically relies on highly c...
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09/07/2018
Sparse Kernel PCA for Outlier Detection
In this paper, we propose a new method to perform Sparse Kernel Principa...
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12/22/2012