Table A.2.
VAE decoder architecture. trial dimension = (64 ∗ 1536); kernel size 1 = (trial dimension [0], 1) = (64, 1); kernel size 2 = (1, floor (2 ∗ trial dimension [1]/96)) = (1, 32) strides = (1, max (floor (trial dimension [1]/96), 4)) = (1, 16) ∗ add padding to retain previous dimension.
| Layer Type | Filters | Kernel size | Strides | Output | Connected to |
|---|---|---|---|---|---|
| Input 1 | - | - | - | (None, 10) | - |
| Dense 1 | 3040 | - | - | (None, 3040) | Input 1 |
| LeakyReLU 1 | - | - | - | (None, 3040) | Dense 1 |
| Reshape 1 | - | - | - | (None, 1, 95, 32) | LeakyReLU 1 |
| ConvTranspose 1 | 64 | kernel size 1 | - | (None, 64, 95, 64) | Reshape 1 |
| LeakyReLU 2 | - | - | - | (None, 64, 95, 64) | ConvTranspose 1 |
| ConvTranspose 2 | 32 | kernel size 2 | strides | (None, 64, 1536, 32) | LeakyReLU 2 |
| LeakyReLU 3 | - | - | - | (None, 64, 1536, 32) | ConvTranspose 2 |
| ConvTranspose 3 ∗ | 1 | 7 | - | (None, 64, 1536, 1) | LeakyReLU 3 |
| LeakyReLU 4 | - | - | - | (None, 64, 1536, 1) | ConvTranspose 3 |