Table 3 Classification accuracy using MURA body parts.

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

 

MURA accuracy (%)

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

MURA body parts

Finger

71.1

72.8

73.6

70.8

71.2

72.5

69.7

70.5

71.9

Elbow

74.1

75.4

77.2

72.9

73.2

75.2

72.0

72.6

73.7

Forearm

67.4

68.5

69.0

66.7

67.4

68.2

66.2

67.2

67.8

Hand

66.9

67.2

68.4

65.7

66.9

68.1

65.2

66.4

67.9

Humerus

66.7

67.2

68.8

65.7

66.8

67.5

65.2

65.9

66.7

Shoulder

67.5

68.3

69.5

67.1

67.7

68.2

66.2

66.9

67.4

Wrist

75.7

76.0

76.6

74.6

75.2

75.7

74.2

74.9

75.2

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