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Table 6 Total noise selection by each AL method

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

 

LC

Entropy

BALD

RS

Core-set

LL

Proposed

Mean

88.8

444.2

266.5

59.5

62.36

353.1

29.3

Total

799.6

3998

2398.8

535.5

561.3

3177.6

263.4

N-Ratio

8.90%

44.40%

26.70%

6.00%

6.20%

35.3%

2.93%

  1. Abbreviations AL Active learning, 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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