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Table 5 The performance results of 13 hyperparameters tuning models (beat-based segmentation)

From: Improved delineation model of a standard 12-lead electrocardiogram based on a deep learning algorithm

Model

Performance (%)

ACC

SEN

SPE

PRE

F1

1

97.43

90.99

98.29

90.95

90.95

2

97.77

91.80

98.51

91.96

91.85

3

97.92

92.11

98.60

92.63

92.34

4

98.05

92.73

98.70

93.06

92.86

5

98.23

93.64

98.80

93.98

93.80

6

98.31

94.01

98.86

94.20

94.10

7

98.47

94.66

98.98

94.69

94.67

8

98.59

95.11

99.06

95.06

95.07

9

98.70

95.33

99.12

95.56

95.44

10

98.78

95.65

99.18

95.84

95.74

11

98.82

95.93

99.21

95.94

95.93

12

98.74

95.63

99.16

95.52

95.56

13

98.70

95.33

99.12

95.56

95.44