Table 5 Performances base on Test-10 dataset using different thresholds. In bold, three models achieve high efficiency, especially BLF that reaches SPE near 90% with SEN 85%.

From: AI outperformed every dermatologist in dermoscopic melanoma diagnosis, using an optimized deep-CNN architecture with custom mini-batch logic and loss function

SEN % THRES

SPE %

SPE % THRES

SEN %

ORI

BON

BLF

ORI

BON

BLF

100.0

18.9

10.3

2.3

100.0

18.9

20.4

11.8

95.0

68.1

69.3

61.3

95.0

70.0

74.4

77.8

90.0

81.4

80.5

79.9

90.0

83.8

82.4

84.9

85.0

88.6

88.8

89.9

85.0

87.3

87.3

88.4

80.0

92.0

91.8

93.6

80.0

90.4

90.2

89.8

76.7

93.3

94.1

95.8

69.2

94.2

95.1

93.1

74.1

93.7

95.2

96.7

60.0

96.7

96.0

95.6

Back to article page