Table 3.
Structure of Tiny Inception V3: the building blocks are shown, with the size of the filter bank and the numbers of stride stacked.
| Layer | Filter Shape/Stride |
|---|---|
| Conv2d_bn | 1 × 1 × 32/1 |
| Conv2d_bn | 3 × 3 × 32/1 |
| Conv2d_bn | 3 × 3 × 64/2 |
| Max Pooling | Pool 3 × 3/2 |
| Conv2d_bn_1_1 | 1 × 1 × 64/1 |
| Conv2d_bn_1_5 | 1 × 1 × 48/1 |
| Conv2d_bn_1_5 | 5 × 5 × 64/1 |
| Conv2d_bn_1_3 | 1 × 1 × 64/1 |
| Conv2d_bn_1_3 | 3 × 3 × 96/1 |
| Average Pooling | Pool 1 × 1/1 |
| Conv2d_bn_Pool | 1 × 1 × 32/1 |
| Conv2d_bn_2_1 | 1 × 1 × 64/1 |
| Conv2d_bn_2_5 | 1 × 1 × 48/1 |
| Conv2d_bn_2_5 | 5 × 5 × 64/1 |
| Conv2d_bn_2_3 | 1 × 1 × 64/1 |
| Conv2d_bn_2_3 | 3 × 3 × 96/1 |
| Conv2d_bn_2_3 | 3 × 3 × 96/1 |
| Average Pooling | - |
| Conv2d_bn_Pool | 1 × 1 × 64 |
| Max Pooling | - |
| SoftMax | classifier |