Table 3.
Specification and bottle neck block of MobileNetv3.
| Input | Operator | Size | Output | Stride |
|---|---|---|---|---|
| 224 × 224 × 3 | conv2d, 3 × 3 | – | 16 | 2 |
| 112 × 112 × 16 | bneck, 3 × 3 | 16 | 16 | 2 |
| 56 × 56 × 16 | bneck, 3 × 3 | 72 | 24 | 2 |
| 28 × 28 × 24 | bneck, 5 × 5 | 88 | 24 | 1 |
| 28 × 28 × 24 | bneck, 5 × 5 | 96 | 40 | 2 |
| 14 × 14 × 40 | bneck, 5 × 5 | 240 | 40 | 1 |
| 14 × 14 × 40 | bneck, 5 × 5 | 240 | 40 | 1 |
| 14 × 14 × 40 | bneck, 5 × 5 | 120 | 48 | 1 |
| 14 × 14 × 48 | bneck, 5 × 5 | 144 | 48 | 1 |
| 14 × 14 × 48 | bneck, 5 × 5 | 288 | 96 | 2 |
| 7 × 7 × 96 | bneck, 5 × 5 | 576 | 96 | 1 |
| 7 × 7 × 96 | bneck, 5 × 5 | 576 | 96 | 1 |
| 7 × 7 × 96 | conv2d, 1 × 1 | – | 576 | 1 |
| 7 × 7 × 576 | pool, 7 × 7 | – | – | 1 |
| 1 × 1 × 576 | conv2d, 1 × 1, NBN | – | 1024 | 1 |
| 1 × 1 × 1024 | conv2d, 1 × 1, NBN | – | k | 1 |