Where K = Kernel size, P= Padding, S= Stride
η_in = Number Of Input Feature, η_out = Number Of Output Feature
R_in = Input receptive Field, R_out = Output Receptive field
J_in = Input Jump, J_out = Output Jump
| Layers | K | P | S | η_in | η_out= (η_in+2P-K)/S +1 |
J_in | J_out=J_in*S | R_in | R_out= R_in + (K-1)*J_in |
|---|---|---|---|---|---|---|---|---|---|
| conv | 3 | 1 | 1 | 224 | (224+2-3)/1+1=224 | 1 | 1 | 1 | 1+(3-1)*1=3 |
| conv | 3 | 1 | 1 | 224 | (224+2-3)/1+1=224 | 1 | 1 | 3 | 3+(3-1)*1=5 |
| MP_1 | 2 | 0 | 2 | 224 | (224+0-2)/2+1=112 | 1 | 2 | 5 | 5+(2-1)*2=6 |
| conv | 3 | 1 | 1 | 112 | (112+2-3)/1+1=112 | 2 | 2 | 6 | 6+(3-1)*2=10 |
| conv | 3 | 1 | 1 | 112 | (112+2-3)/1+1=112 | 2 | 2 | 10 | 10+(3-1)*2=14 |
| MP_2 | 2 | 0 | 2 | 112 | (112+0-2)/2+1=56 | 2 | 4 | 14 | 14+(2-1)*2=16 |
| conv | 3 | 1 | 1 | 56 | (56+2-3)/1+1=56 | 4 | 4 | 16 | 16+(3-1)*4=24 |
| conv | 3 | 1 | 1 | 56 | (56+2-3)/1+1=56 | 4 | 4 | 24 | 24+(3-1)*4=32 |
| conv | 3 | 1 | 1 | 56 | (56+2-3)/1+1=56 | 4 | 4 | 32 | 32+(3-1)*4=40 |
| MP_3 | 2 | 0 | 2 | 56 | (56+0-2)/2+1=28 | 4 | 8 | 40 | 40+(2-1)*8=44 |
| conv | 3 | 1 | 1 | 28 | (28+2-3)/1+1=28 | 8 | 8 | 44 | 44+(3-1)*8=60 |
| conv | 3 | 1 | 1 | 28 | (28+2-3)/1+1=28 | 8 | 8 | 60 | 60+(3-1)*8=76 |
| conv | 3 | 1 | 1 | 28 | (28+2-3)/1+1=28 | 8 | 8 | 76 | 76+(3-1)*8=92 |
| MP_4 | 2 | 0 | 2 | 28 | (28+0-2)/2+1=14 | 8 | 16 | 92 | 92+(2-1)*8=100 |
| conv | 3 | 1 | 1 | 14 | (14+2-3)/1+1=14 | 16 | 16 | 100 | 100+(3-1)*16=132 |
| conv | 3 | 1 | 1 | 14 | (14+2-3)/1+1=14 | 16 | 16 | 132 | 132+(3-1)*16=164 |
| conv | 3 | 1 | 1 | 14 | (14+2-3)/1+1=14 | 16 | 16 | 164 | 164+(3-1)*16=196 |
| MP_5 | 2 | 0 | 2 | 14 | (14+0-2)/2+1=7 | 16 | 32 | 196 | 196+(2-1)*16=212 |
| FC | 7 | 0 | 1 | 7 | (7+0-7)/1+1=1 | 32 | 32 | 212 | 212+(7-1)*32=404 |