Table 1 Impact of the weighting factor lambda between the cross-entropy classification loss and the smoothing mean-squared-error loss on the neural network, evaluation was done on the validation subset of the data.

From: Phase recognition in manual Small-Incision cataract surgery with MS-TCN + + on the novel SICS-105 dataset

Metric

λ = 0.15

λ = 0.20

λ = 0.25

λ = 0.30

λ = 0.35

λ = 0.40

λ = 0.50

Accuracy

83.94

81.50

82.98

87.76

89.83

88.27

86.46

Edit

77.56

76.03

73.67

80.54

86.81

82.12

78.65

ROC AUC

97.37

96.64

97.15

98.60

98.82

98.53

98.33

PR AUC

82.41

78.60

80.73

86.91

91.58

87.34

84.63

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