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The performance of attentional mechanism in different backbone networks on BCTSDB dataset.
| Backbone | Params. | FLOPs | Head | Attention | AP (%) |
|---|---|---|---|---|---|
| MobileNetv3 × 1.0 | 5.4 M | 220 M | RetinaNet | w/o. | 51.2 |
| ResNet50 | 25 M | 3.8 G | 59.7 | ||
| ResNet101 | 46.3 M | 7.6 G | 64.8 | ||
| MobileNetv3 × 1.0 | 5.9 M | 231 M | RetinaNet | w/. | 54.1 |
| ResNet50 | 25 M | 3.8 G | 62.5 | ||
| ResNet101 | 46.3 M | 7.6 G | 66.3 |
