Research Article
ShipYOLO: An Enhanced Model for Ship Detection
Table 3
Experimental results of the dataset by ourselves.
| | Model | InputSize | mAP@5 : 5 : 95 (%) | mAP50 (%) | mAP90 (%) | FPS | #Params (MB) |
| | ShipYOLO | 320 | 76.4 | 96.5 | 94.6 | 69.4 | 188 | | YOLO-V4 | 320 | 67.2 | 96.1 | 85.5 | 56.1 | 244 | | YOLO-V3 | 320 | 74.9 | 96.4 | 92.8 | 55.5 | 235 |
| | ShipYOLO | 416 | 76.6 | 97.5 | 95.8 | 57.4 | 188 | | YOLO-V4 | 416 | 72.0 | 97.5 | 91.4 | 46.5 | 244 | | YOLO-V3 | 416 | 75.1 | 97.7 | 92.5 | 45.9 | 235 |
| | ShipYOLO | 512 | 76.9 | 97.7 | 96.3 | 47.6 | 188 | | YOLO-V4 | 512 | 74.2 | 97.9 | 89.4 | 38.3 | 244 | | YOLO-V3 | 512 | 73.7 | 97.1 | 92.0 | 38.1 | 235 |
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