Detection results of the extended experiment compared with the results of other models.
| Method | Backbone | Image size | FPS | AP(Ship) |
|---|---|---|---|---|
| R2PN [35] | VGG16 | - | - | 79.60 |
| RRD [14] | VGG16 | 384 × 384 | - | 84.30 |
| SARD [25] | ResNet-101 | 800 × 800 | 1.50 | 85.40 |
| ROI Trans. [4] | ResNet-101 | 512 × 800 | 5.90 | 86.20 |
| R4Det [23] | ResNet-50 | 800 × 800 | 8.60 | 88.17 |
| BBAVectors+r [30] | ResNet-101 | 608 × 608 | 12.88 | 88.20 |
| BBAVectors+rh [30] | ResNet-101 | 608 × 608 | 11.69 | 88.60 |
| SDA-Net[3] | ResNet-101 | - | - | 89.21 |
| Point RCNN[18] | ReR50-ReFPN | 800 × 512 | - | 90.53 |
| CSProjection | ResNet-18 | 608 × 608 | 50.05 | 90.53 |
| Method | Backbone | Image size | FPS | AP(Ship) |
|---|---|---|---|---|
| R2PN [ | VGG16 | - | - | 79.60 |
| RRD [ | VGG16 | 384 × 384 | - | 84.30 |
| SARD [ | ResNet-101 | 800 × 800 | 1.50 | 85.40 |
| ROI Trans. [ | ResNet-101 | 512 × 800 | 5.90 | 86.20 |
| R4Det [ | ResNet-50 | 800 × 800 | 8.60 | 88.17 |
| BBAVectors+r [ | ResNet-101 | 608 × 608 | 12.88 | 88.20 |
| BBAVectors+rh [ | ResNet-101 | 608 × 608 | 11.69 | 88.60 |
| SDA-Net[ | ResNet-101 | - | - | 89.21 |
| Point RCNN[ | ReR50-ReFPN | 800 × 512 | - | 90.53 |
| CSProjection | ResNet-18 | 608 × 608 | 50.05 | 90.53 |
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