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Table 7 Comparison of the accuracies and complexities of the three models

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

 

Input size

Calculated

Parameter

Accuracy

Memory rate

DenseNet

224 × 224 × 3

2.91 GFLops

40 Million

79.8%

200 MB~500 MB

MobileNet

224 × 224 × 3

0.5 GFLops

4.2 Million

82.5%

74 MB

Inception-v3

299 × 299 × 3

1.6 GFLops

23.5 Million

88.4%

90 MB~100 MB