Table 2 Classification accuracy using COVID-19 CT scan.

From: Feasibility study of multi-site split learning for privacy-preserving medical systems under data imbalance constraints in COVID-19, X-ray, and cholesterol dataset

Number of end-systems

3

4

5

Split ratio

1:1:1

7:2:1

8:1:1

1:1:1:1

4:3:2:1

7:1:1:1

1:1:1:1:1

4:2:2:1:1

6:1:1:1:1

Accuracy (%)

88.3

90.1

91.4

85.7

89.3

90.8

85.6

88.8

90.5

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