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Table 1 Performance comparison between baseline models and PUMPNET

From: PUMPNET: a deep learning approach to pump operation detection

Model

mIOU

Precision

Recall

Accuracy

F1 score

Neural NILM rectangle

0.550

0.378

0.828

0.780

0.519

Single load extraction

0.568

0.403

0.738

0.806

0.521

PUMPNET

0.926

0.979

0.963

0.992

0.971