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09/18/2021
Small Lesion Segmentation in Brain MRIs with Subpixel Embedding
We present a method to segment MRI scans of the human brain into ischemi...
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06/06/2021
Learning Topology from Synthetic Data for Unsupervised Depth Completion
We present a method for inferring dense depth maps from images and spars...
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06/12/2020
Targeted Adversarial Perturbations for Monocular Depth Prediction
We study the effect of adversarial perturbations on the task of monocula...
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05/26/2019
Unsupervised Domain Adaptation via Regularized Conditional Alignment
We propose a method for unsupervised domain adaptation that trains a sha...
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05/23/2018
Input and Weight Space Smoothing for Semi-supervised Learning
We propose regularizing the empirical loss for semi-supervised learning ...
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05/02/2018