Table 2.
Fire-FR-CNN parameters used for each layer.
| Layer | Output dimension |
Kernel size |
Kernel number |
s1×1 number |
e1×1 number |
e3×3 number |
Stride | Number of parameters |
|---|---|---|---|---|---|---|---|---|
| conv1 | 618 × 185 | 7 × 7 | 96 | — | — | — | 2 | 14,208 |
| maxpool1 | 308 × 92 | 3 × 3 | — | — | — | — | 2 | — |
| fire2 | 308 × 92 | — | — | 96 | 64 | 64 | — | 70,880 |
| fire3 | 308 × 92 | — | — | 96 | 64 | 64 | — | 73,952 |
| fire4 | 308 × 92 | — | — | 192 | 128 | 128 | — | 270,784 |
| fire5 | 308 × 92 | — | — | 192 | 128 | 128 | — | 295,360 |
| maxpool5 | 153 × 45 | 3 × 3 | — | — | — | — | 2 | — |
| fire6 | 153 × 45 | — | — | 288 | 192 | 192 | — | 627,360 |
| fire7 | 153 × 45 | — | — | 288 | 192 | 192 | — | 664,224 |
| fire8 | 153 × 45 | — | — | 288 | 192 | 192 | — | 774,816 |
| fire9 | 153 × 45 | — | — | 288 | 192 | 192 | — | 885,408 |
| fire10 | 153 × 45 | — | — | 384 | 256 | 256 | — | 1,573,760 |
| maxpool10 | 76 × 22 | 3 × 3 | — | — | — | — | 2 | — |
| fire11 | 76 × 22 | — | — | 384 | 256 | 256 | — | 1,180,544 |
| fire12 | 76 × 22 | — | — | 384 | 256 | 256 | — | 1,180,544 |
| fire13 | 76 × 22 | — | — | 384 | 256 | 256 | — | 1,377,152 |
| fire14 | 76 × 22 | — | — | 384 | 256 | 256 | — | 1,573,760 |
| fire15 | 76 × 22 | — | — | 512 | 384 | 384 | — | 3,015,936 |
| conv16 | 76 × 22 | 3 × 3 | 9 × (c + 1 + 4) | — | — | — | 1 | 497,736 |
| — | — | — | — | — | — | — | — |
14M (total) |