Table 3.
The autoencoder architecture: layers and their parameter sizes.
| No. | Layer | # of Param. | No. | Layer | # of Param. |
|---|---|---|---|---|---|
| 1 | Conv1d | 28 | 7 | ReLU/MaxPool1d | - |
| 2 | ReLU/MaxPool1d | - | 8 | ConvTranspose1d | 520 |
| 3 | Conv1d | 72 | 9 | ReLU | - |
| 4 | ReLU/MaxPool1d | - | 10 | ConvTranspose1d | 99 |
| 5 | Conv1d | 272 | 11 | ReLU | - |
| 6 | BatchNorm1d | 32 | 12 | Linear | 10,400 |