Table 3.
General structure and parameters of SqueezeNet architecture.
Type | Stride | Filter Size | Output Size |
---|---|---|---|
Input | – | – | 224 × 224 × 3 |
Convolution | 2 | 96 × 96 × 7 | 109 × 109 × 96 |
Pooling | 2 | 3 × 3 | 54 × 54 × 96 |
Fire 2 | – | 16 × 16 × 1, 64 × 1 × 1, 64 × 3 × 3 | 54 × 54 × 128 |
Fire 3 | – | 16 × 16 × 1, 64 × 1 × 1, 64 × 3 × 3 | 54 × 54 × 128 |
Fire 4 | – | 32 × 1 × 1, 128 × 1 × 1, 128 × 3 × 3 | 54 × 54 × 256 |
Pooling | 2 | 3 × 3 | 27 × 27 × 256 |
Fire 5 | – | 32 × 1 × 1, 128 × 1 × 1, 128 × 3 × 3 | 27 × 27 × 256 |
Fire 6 | – | 48 × 1 × 1, 192 × 1 × 1, 192 × 3 × 3 | 27 × 27 × 384 |
Fire 7 | – | 48 × 1 × 1, 192 × 1 × 1, 192 × 3 × 3 | 27 × 27 × 384 |
Fire 8 | – | 64 × 1 × 1, 256 × 1 × 1, 256 × 3 × 3 | 27 × 27 × 512 |
Pooling | 2 | 3 × 3 | 13 × 13 × 128 |
Fire 9 | – | 64 × 1 × 1, 256 × 1 × 1, 256 × 3 × 3 | 13 × 13 × 512 |
Convolution | 1 | 6 × 13 × 13 | 13 × 13 × 6 |
Pooling | – | 13 × 13 | 1 × 1 × 6 |