Table 1: Configuration of reconstruction model in VGG 19.
| ConvNet r1 | ConvNet r2 | ConvNet r3 | ConvNet r4 | ConvNet r5 | ConvNet r6 | ConvNet r7 |
Transpose(...) | (2,2) | (2,2) | (2,2) | (2,2) | (2,2) | (2,2) | – |
#x(w,h,d) | (8,8,64) | (16,16,64) | (32,32,64) | (64,64,64) | (128,128,64) | (256,256,64) | – |
concat(...) | (input x, ConvNet5) | (input x, ConvNet4) | (input x, ConvNet3) | (input x, ConvNet2) | (input x, ConvNet1) | – | – |
#x(w,h,d) | (8,8,64+512) | – | – | – | – | – | – |
[weight],[bias] | 5×5×64,64 | 5×5×64,64 | 5×5×64,64 | 5×5×64,64 | 5×5×64,64 | 5×5×64,64 | 5×5×3,3 |
Num. ConvNet | ConvNet r1-4 | ConvNet r2-4 | ConvNet r3-4 | ConvNet r4-2 | ConvNet r5-2 | ConvNet r6-2 | ConvNet r7-1 |
#x(w,h,d) | (8,8,64) | (16,16,64) | (32,32,64) | (64,64,64) | (128,128,64) | (256,256,64) | (256,256,3) |