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Table 5 Accuracy and standard deviation scores obtained in the final iteration for clean and noisy datasets

From: A predicted-loss based active learning approach for robust cancer pathology image analysis in the workplace

Dataset

LC

Entropy

BALD

RS

Core-set

LL

Proposed

Clean

0.912 ± 0.014

0.909 ± 0.013

0.916 ± 0.007

0.907 ± 0.012

0.859 ± 0.017

0.896 ± 0.014

0.924 ± 0.005

Noisy

0.878 ± 0.027

0.877 ± 0.028

0.838 ± 0.094

0.886 ± 0.021

0.850 ± 0.018

0.863 ± 0.062

0.917 ± 0.004

  1. Abbreviations LC Least confidence, BALD Bayesian active learning by disagreement, RS Random sampling
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BMC Medical Imaging

ISSN: 1471-2342

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