Table 3.
Three kinds of network model comparison.
| VGG16 | Model1 | Model2 |
|---|---|---|
| Input (224*224*3) | Input (224*224*3) | Input (224*224*3) |
| Conv1_1_64 | Conv1_1_64 | Conv1_1_64 |
| Conv1_2_64 | Batch Normalization1 | Conv1_2_64 |
| MaxPooling1 | Conv1_2_64 | Batch Normalization1 |
| MaxPooling1 | MaxPooling1 | |
| Conv2_1_128 | Conv2_1_128 | Conv2_1_128 |
| Conv2_2_128 | Batch Normalization2 | Conv2_2_128 |
| MaxPooling2 | Conv2_2_128 | Batch Normalization2 |
| MaxPooling2 | MaxPooling2 | |
| Conv3_1_256 | Conv3_1_256 | Conv3_1_256 |
| Conv3_2_256 | Batch Normalization3 | Conv3_2_256 |
| Conv3_3_256 | Conv3_2_256 | Conv3_3_256 |
| MaxPooling3 | Conv3_3_256 | Batch Normalization3 |
| MaxPooling3 | MaxPooling3 | |
| Conv4_1_512 | Conv4_1_512 | Conv4_1_512 |
| Conv4_2_512 | Batch Normalization4 | Conv4_2_512 |
| Conv4_3_512 | Conv4_2_512 | Conv4_3_512 |
| MaxPooling4 | Conv4_3_512 | Batch Normalization4 |
| MaxPooling4 | MaxPooling4 | |
| Conv5_1_512 | Conv5_1_512 | Conv5_1_512 |
| Conv5_2_512 | Batch Normalization5_1 | Conv5_2_512 |
| Conv5_3_512 | Conv5_2_512 | Conv5_3_512 |
| MaxPooling5 | Batch Normalization5_2 | Depth Concatenation |
| Conv5_3_512 | Batch Normalization5 | |
| FC6 | Batch Normalization5_3 | MaxPooling5 |
| Depth Concatenation | ||
| FC7 | MaxPooling5 | Conv6_512 |
| Conv6_512 | GAPooling6 | |
| FC-1000 | GaPooling6 | |
| FC-12 | FC-12 | |
| SoftMax | SoftMax | SoftMax |