Learning to Quantify Emphysema Extent: What Labels Do We Need?

IEEE Journal of Biomedical and Health Informatics, pp. 1149-1159, 2020.

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LungVisualizationSupport vector machinesLogisticsCancerMore(2+)

Abstract:

Accurate assessment of pulmonary emphysema is crucial to assess disease severity and subtype, to monitor disease progression, and to predict lung cancer risk. However, visual assessment is time-consuming and subject to substantial inter-rater variability while standard densitometry approaches to quantify emphysema remain inferior to visua...More

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