Table 3.
OFM sizes and depths of baseline AlexNet SpCNN model
| Layer | Size of OFMs | αl | Depth of OFMs | μl |
|---|---|---|---|---|
| Input | 55x55 | – | 1 | – |
| CONV1 | 55x55 | 1 | 16 | 1 |
| CONV2 | 27x27 | 0.49 | 32 | 2 |
| CONV3 | 13x13 | 0.24 | 64 | 4 |
| CONV4 | 13x13 | 0.24 | 64 | 4 |
| CONV5 | 6x6 | 0.11 | 1024 | 64 |
| FC | 1x1 | – | 10 | – |
| SM | 1x1 | – | 10 | – |