Table 2 Performance comparison in the RCC subtyping task at patient-level (average accuracy score ± standard deviation over classes).

From: Improving CNNs classification with pathologist-based expertise: the renal cell carcinoma case study

 

With refine

Without refine

ExpertDT

0.95 (± 0.10)

0.86 (± 0.14)

NaiveDT1

0.69 (± 0.24)

0.56 (± 0.10)

NaiveDT2

0.67 (± 0.10)

0.54 (± 0.15)

Baseline

0.81 (± 0.13)

0.81 (± 0.13)

  1. The first column presents the classification accuracy of ExpertDT, NaiveDTs and the baseline with the Refine mechanism switched on; the second column provides the accuracy of ExpertDT, NaiveDTs and the baseline without the Refine mechanism.
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