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 |