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5 months ago

Predicting intubation support requirement of patients using Chest X-ray with Deep Representation Learning

Maurya Aniket

Predicting intubation support requirement of patients using Chest X-ray
  with Deep Representation Learning

Abstract

Recent developments in medical imaging with Deep Learning presents evidenceof automated diagnosis and prognosis. It can also be a complement to currentlyavailable diagnosis methods. Deep Learning can be leveraged for diagnosis,severity prediction, intubation support prediction and many similar tasks. Wepresent prediction of intubation support requirement for patients from theChest X-ray using Deep representation learning. We release our source codepublicly at https://github.com/aniketmaurya/covid-research.

Code Repositories

aniketmaurya/covid-research
Official
pytorch
Mentioned in GitHub

Benchmarks

BenchmarkMethodologyMetrics
intubation-support-prediction-on-covid-chestintubation prediction
AUC-ROC: 0.84

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