Table 1.
Detailed parameters of the ADCN model
Layer name | Kernel size | Stride | Padding | Output size |
---|---|---|---|---|
Data | - | - | - | 96*96*29*1 |
Denseblock1(Db1)_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 96*96*29*32 |
Db1_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 96*96*29*32 |
Db1_sum | - | - | - | 96*96*29*32 |
Db1_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 96*96*29*32 |
Db1_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 96*96*29*32 |
Db1_sum | - | - | - | 96*96*29*32 |
Fuse | 1*1*3 | 1*1*1 | VALID | 96*96*27*32 |
Down sampling | 3*3*1 | 2*2*1 | SAME | 48*48*27*32 |
Denseblock2(Db2)_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 48*48*27*32 |
Db2_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 48*48*27*32 |
Db2_sum | - | - | - | 48*48*27*32 |
Db2_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 48*48*27*32 |
Db2_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 48*48*27*32 |
Db2_sum | - | - | - | 48*48*27*32 |
Fuse | 1*1*3 | 1*1*1 | VALID | 48*48*25*32 |
Down sampling | 3*3*1 | 2*2*1 | SAME | 48*48*25*32 |
Denseblock3(Db3)_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*25*32 |
Db3_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*25*32 |
Db3_sum | - | - | - | 24*24*25*32 |
Db3_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*25*32 |
Db3_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*25*32 |
Db3_sum | - | - | - | 24*24*25*32 |
Db3_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*25*32 |
Db3_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*25*32 |
Db3_sum | - | - | - | 24*24*25*32 |
Fuse | 1*1*3 | 1*1*1 | VALID | 24*24*23*32 |
Denseblock4(Db4)_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*23*32 |
Db4_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*23*32 |
Db4_sum | - | - | - | 24*24*23*32 |
Db4_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*23*32 |
Db4_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*23*32 |
Db4_sum | - | - | - | 24*24*23*32 |
Db4_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*23*32 |
Db4_Dilated Conv | 3*3*1*32 | 1*1*1 | SAME | 24*24*23*32 |
Db4_sum | - | - | - | 24*24*23*32 |
Fuse | 1*1*3 | 1*1*1 | VALID | 24*24*23*32 |
Up sampling1 | - | - | - | 96*96*21*2 |
Up sampling2 | - | - | - | 96*96*21*4 |
Up sampling3 | - | - | - | 96*96*21*8 |
Concat | - | - | - | 96*96*21*14 |
Conv | 3*3*1*2 | 1*1*1 | SAME | 96*96*21*2 |