Network

Description

Total

parameters

Training Set Error

Training Set Accuracy

Validation Set Error

Validation Set Accuracy

Stop Learning Epoch

sUNet_1bn_ dilation 32123_k5

Dilation rates are set to 3, 2, 1, 2, 3: and the fifth kernel size is set to 5.

5,929,478B

0.04606

0.9832

0.0625

0.9768

61

sUNet_1bn_ eca_dilation 842_k35

Dilation rates are set to 8, 4, 2: The fourth kernel is set to 3, while the fifth kernel size is set to 5.

5,929,483B

0.05303

0.9808

0.0585

0.9800

72

sUNet_1bn_ dilation 12312_k5

Dilation rates are set to 1, 2, 3, 1, 2: and the fifth kernel size is set to 5.

5,929,478B

0.06480

0.9769

0.0851

0.9694

57

sUNet_1 bneca_dilation 12312_k97533

Dilation rates are set to 1, 2, 3, 1, 2: and the kernels are set to9, 7, 5, 3, 3.

3,916,262B

0.06055

0.9786

0.0859

0.9682

61

sUNet_1 bneca_dilation 12312_spatial

Dilation rates are set to 1, 2, 3, 1, 2: and the fifth stage use spatial attention.

3,832,907B

0.0737

0.9744

0.1098

0.9670

52