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Comparison results of other models.
| Algorithms | P/% | R/% | mAP50/% | mAP50-95/% | |
|---|---|---|---|---|---|
| YOLOX | tiny | 92.1 | 92.5 | 93.6 | 57.8 |
| s | 93.2 | 93.8 | 94.6 | 60.0 | |
| m | 93.7 | 94.1 | 94.8 | 61.3 | |
| n | 92.4 | 93.2 | 94.7 | 59.2 | |
| YOLOv8 | n | 92.3 | 93.0 | 95.1 | 62 |
| s | 93.6 | 94.1 | 95.8 | 63.5 | |
| YOLOv11 | n | 93.8 | 94.3 | 95.0 | 64.1 |
| Improved YOLOv11 | n | 94.7 | 95.7 | 96.6 | 65.8 |
| Faster RCNN | VGG | 89.3 | 90.4 | 92.4 | 60.3 |
| ResNet50 | 92.6 | 93.3 | 95.6 | 56.7 | |
| CenterNet | 83.7 | 84.2 | 89.9 | 54.0 | |
