层级

层类

卷积核数量

激活函数

大小

Dropout率

步长

边缘填充

Input

EEG & EOG matrix

(1, 5, 6000)

Cov1

Convolutional

128

Relu

(3, 50)

Dropout-0.2

(1, 10)

(1, 1)

Pool1

Max-Pooling

(2, 2)

(2, 2)

(0, 0)

Cov2

Convolutional

256

Relu

(3, 5)

Dropout-0.2

(1, 1)

(1, 1)

Pool2

Max-Pooling

(2, 2)

(2, 2)

(0, 0)

Cov3

Convolutional

512

Relu

(3, 5)

Dropout-0.2

(1, 1)

(1, 1)

Pool3

Max-Pooling

(1, 2)

(1, 2)

(0, 0)

Cov4

Convolutional

512

Relu

(3, 5)

Dropout-0.2

(2, 2)

(1, 1)

Pool4

Max-Pooling

(1, 2)

(1, 2)

(0, 0)

Fc1

Fully-Connected

Relu

(4096)

Dropout-0.5

Fc2

Fully-Connected

Relu

(1500)

Dropout-0.5

Output

Sleep Stage