Type | Size-in | Size-out | Kernel (stride) |
Conv | 224 × 224 × 3 | 112 × 112 × 32 | 3 × 3 × 3 × 32 (2) |
Conv dw | 112 × 112 × 32 | 112 × 112 × 32 | 3 × 3 × 32 dw (1) |
Conv | 112 × 112 × 32 | 112 × 112 × 64 | 1 × 1 × 32 × 64 (1) |
Conv dw | 112 × 112 × 64 | 56 × 56 × 64 | 3 × 3 × 64 dw (2) |
Conv | 56 × 56 × 64 | 56 × 56 × 128 | 1 × 1 × 64 × 128 (1) |
Conv dw | 56 × 56 × 128 | 56 × 56 × 128 | 3 × 3 × 128 dw (1) |
Conv | 56 × 56 × 128 | 56 × 56 × 128 | 1 × 1 × 128 × 128 (1) |
Conv dw | 56 × 56 × 128 | 28 × 28 × 128 | 3 × 3 × 128 dw (2) |
Conv | 28 × 28 × 128 | 28 × 28 × 256 | 1 × 1 × 128 × 256 (1) |
Conv dw | 28 × 28 × 256 | 28 × 28 × 256 | 3 × 3 × 256 dw (1) |
Conv | 28 × 28 × 256 | 28 × 28 × 256 | 1 × 1 × 256 × 256 (1) |
Conv dw | 28 × 28 × 256 | 14 × 14 × 256 | 3 × 3 × 256 dw (2) |
Conv | 14 × 14 × 256 | 14 × 14 × 512 14 × 14 × 512 | 1 × 1 × 256 × 512 (1) |
5× Conv dw Conv | 14 × 14 × 512 14 × 14 × 512 | 14 × 14 × 512 | 3 × 3 × 512 dw (1) 1 × 1 × 512 × 512 (1) |
Conv dw | 14 × 14 × 512 | 7 × 7 × 512 | 3 × 3 × 512 dw (2) |
Conv | 7 × 7 × 512 | 7 × 7 × 1024 | 1 × 1 × 512 × 1024 (1) |
Conv dw | 7 × 7 × 1024 | 7 × 7 × 1024 | 3 × 3 × 1024 dw (1) |
Conv | 7 × 7 × 1024 | 7 × 7 × 1024 | 1 × 1 × 1024 × 1024 (1) |
Avg Pool | 7 × 7 × 1024 | 1 × 1 × 1024 | 7 × 7 × 3 (1) |
FC | 1 × 1 × 1024 | 1 × 1 × 1024 | 1024 × 1000 (1) |