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Table 2 Performance comparison of deep learning models

From: Visual analysis method for unmanned pumping stations on dynamic platforms based on data fusion technology

Algorithm

Accuracy (%)

Precision

(avg) (%)

Recall

(avg) (%)

F1score

(avg) (%)

LSTM

71.935

72.326

71.918

72.011

ResNet18

94.193

94.447

94.230

94.206

ResNet18 + LSTM

97.419

97.410

97.404

97.405

Transfer learning ResNet18 + LSTM

99.032

99.057

99.020

99.024