ALDA fits learning curves from a short pilot to recommend the active learning strategy that reaches a clinical accuracy target with fewest labels and least sensitivity to target changes.
IEEE Transactions on Circuits and Systems for Video Technology27(12) (2016) 2591–2600
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How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification
ALDA fits learning curves from a short pilot to recommend the active learning strategy that reaches a clinical accuracy target with fewest labels and least sensitivity to target changes.