CheXpert++: Approximating the CheXpert labeler for Speed,Differentiability, and Probabilistic Output

MLHC, pp. 913-927, 2020.

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Abstract:

It is often infeasible or impossible to obtain ground truth labels for medical data. To circumvent this, one may build rule-based or other expert-knowledge driven labelers to ingest data and yield silver labels absent any ground-truth training data. One popular such labeler is CheXpert, a labeler that produces diagnostic labels for ches...More

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