Table 6 Measurement of models’ complexity on our dataset.

From: Automatic snoring detection using a hybrid 1D–2D convolutional neural network

Metrics

2D CNN8

CNN–LSTM44

1D CNN

Our model

Parameters (M)

1.28

0.25

0.77

3.15

FLOPS (G)

0.17

0.08

0.25

1.57