From: Going deeper in the automated identification of Herbarium specimens
Type | Patch size / Stride | Output size | Depth | Params | Ops |
---|---|---|---|---|---|
Convolution | 7 ×7/2 | 112 ×112×64 | 1 | 2.7K | 34M |
Max pool | 3 ×3/2 | 56 ×56×64 | 0 |  |  |
Batch norm |  | 56 ×56×64 | 0 |  |  |
LRN |  | 56 ×56×64 | 0 |  |  |
Convolution | 3 ×3/1 | 56 ×56×192 | 2 | 112K | 360M |
Max pool | 3 ×3/2 | 28 ×28×192 | 0 |  |  |
Batch norm |  | 28 ×28×192 | 0 |  |  |
LRN |  | 28 ×28×192 | 0 |  |  |
Inception (3a) |  | 28 ×28×256 | 2 | 159K | 128M |
Inception (3b) |  | 28 ×28×480 | 2 | 380K | 304M |
Max pool | 3 ×3/2 | 14 ×14×480 | 0 |  |  |
Batch norm |  | 14 ×14×480 | 0 |  |  |
Inception (4a) |  | 14 ×14×512 | 2 | 364K | 73M |
Inception (4b) |  | 14 ×14×512 | 2 | 437K | 88M |
inception (4c) |  | 14 ×14×512 | 2 | 463K | 100M |
Inception (4d) |  | 14 ×14×528 | 2 | 580K | 119M |
Inception (4e) |  | 14 ×14×832 | 2 | 840K | 170M |
Max pool | 3 ×3/2 | 7 ×7×832 | 0 |  |  |
Batch norm |  | 7 ×7×832 | 0 |  |  |
Inception (5a) |  | 7 ×7×832 | 2 | 1072K | 54M |
Inception (5b) |  | 7 ×7×1024 | 2 | 1388K | 71M |
Avg pool | 7 ×7/1 | 1 ×1×1024 | 0 |  |  |
Batch norm |  | 1 ×1×1024 | 0 |  |  |
Linear |  | 1 ×1×10000 | 1 | 1000K | 1M |
Softmax |  | 1 ×1×10000 | 0 |  |  |