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

28 Oct 2020  ·  Aniket Maurya ·

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

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Task Dataset Model Metric Name Metric Value Global Rank Result Benchmark
Intubation Support Prediction COVID chest X-ray intubation prediction AUC-ROC 0.84 # 1

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