Input(ECG 6000 × 1)

Conv1D + BN + ReLU + Pool

Inception Block 1

Inception Block 2

TCN Block 1 (d=1)

TCN Block 2 (d=2)

TCN Block 3 (d=4)

MaxPool

BiGRU

Attention Pooling

Dropout

Fully Connected

Output(Apnea/Normal)