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. 2021 Jun 16;21(12):4133. doi: 10.3390/s21124133

Table 1.

MCPD-Net vs. unimodal architectures. Our proposed multimodal method outperforms all of the other approaches.

Precision Recall F1-Score
Silhouette (Sil) CNN 0.17 0.40 0.24
VAE 0.49 0.49 0.47
RF 0.46 0.39 0.41
LSTM 0.45 0.40 0.41
Accelerometer (Acl) CNN 0.53 0.45 0.44
VAE 0.63 0.55 0.44
RF 0.59 0.45 0.43
LSTM 0.58 0.47 0.42
MCPD-Net 0.71 0.77 0.66