Table 3.
Comparison of the involved models in terms of computational space and time.
| Model | Params | FLOPs | Running time | Time increase |
|---|---|---|---|---|
| (M) | (M) | () | ||
| ResNet34 | 21.28 | 18766.76 | 1h56m | – |
| ResNet34(MA) | 21.28 | 18766.99 | 2h21m | 21.55 |
| ResNet34(CBAM) | 21.44 | 18781.39 | 2h43m | 40.52 |
| ResNet50 | 23.51 | 21058.83 | 2h37m | – |
| ResNet50(MA) | 23.51 | 21058.98 | 2h47m | 6.37 |
| ResNet50(CBAM) | 26.03 | 21099.81 | 3h55m | 49.68 |
| VGG16 | 134.29 | 80208.35 | 7h30m | – |
| VGG16(MA) | 134.29 | 80209.15 | 7h56m | 5.78 |
| Inceptionv3 | 21.80 | 17537.14 | 2h41m | – |
| Inceptionv3(MA) | 21.80 | 17537.40 | 2h56m | 9.32 |