Table 3.
Type | Depth | Stride | Size(output) | #1 × 1 | #3 × 3 Reduce |
#3 × 3 | #5 × 5 Reduce |
#5 × 5 | PP | Params |
---|---|---|---|---|---|---|---|---|---|---|
Conv | 1 | 7 × 7/2 | 112 × 112 × 64 | 2.7 K | ||||||
Max pool | 0 | 3 × 3/2 | 56 × 56 × 64 | |||||||
Conv | 2 | 3 × 3/1 | 56 × 56 × 192 | 64 | 192 | 112 K | ||||
Max pool | 0 | 3 × 3/2 | 56 × 56 × 192 | |||||||
Inception (3a) | 2 | 28 × 28 × 256 | 64 | 96 | 128 | 16 | 32 | 32 | 159 K | |
Inception (3b) | 2 | 28 × 28 × 480 | 128 | 128 | 192 | 32 | 96 | 64 | 380 K | |
Max pool | 0 | 3 × 3/2 | 14 × 14 × 480 | |||||||
Inception (4a) | 2 | 14 × 14 × 512 | 192 | 96 | 208 | 16 | 48 | 64 | 364 K | |
Inception (4b) | 2 | 14 × 14 × 512 | 160 | 112 | 224 | 24 | 64 | 64 | 437 K | |
Inception (4c) | 2 | 14 × 14 × 512 | 128 | 128 | 256 | 24 | 64 | 64 | 463 K | |
Inception (4d) | 2 | 14 × 14 × 528 | 112 | 144 | 288 | 32 | 64 | 64 | 580 K | |
Inception (4e) | 2 | 14 × 14 × 832 | 256 | 160 | 320 | 32 | 128 | 128 | 840 K | |
Max pool | 0 | 3 × 3/2 | 7 × 7 × 832 | |||||||
Inception (5a) | 2 | 7 × 7 × 832 | 256 | 160 | 320 | 32 | 128 | 128 | 1072 K | |
Inception (5b) | 2 | 7 × 7 × 1024 | 384 | 192 | 384 | 48 | 128 | 128 | 1388 K | |
Avg pool | 0 | 7 × 7/1 | 1×1 × 1024 | |||||||
Dropout (40%) | 0 | 1 × 1 × 1024 | ||||||||
Linear | 1 | 1 × 1 × 1000 | 1000 K | |||||||
Softmax | 0 | 1 × 1 × 1000 |