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Table 5 Comparison of the accuracy rates of different models for different categories of murals

From: Application of a modified Inception-v3 model in the dynasty-based classification of ancient murals

 

Stone Age

Qin/Han Dynasty

Sui/Tang Dynasty

Song/Jin Period

Weijin Period

Ming/Qing Dynasty

Average

Literature [25]

93.23

80.36

75.43

79.86

86.32

80.46

82.61

Literature [26]

90.45

82.70

79.54

76.50

88.53

76.45

82.36

Literature [27]

93.57

79.76

77.87

86.12

89.60

85.30

85.37

Literature [28]

98.95

83.21

80.58

78.8

85.65

80.39

83.26

Paper model

97.50

85.82

85.67

83.80

92.64

83.89

88.4

  1. Note: The bold numbers represent the highest classification accuracy rates