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Performance comparison of detection models based on auto hyperparameter Tuning.
| Methods | Cr | In | Pa | Ps | Rs | Sc | mAP@0.5 (%) |
|---|---|---|---|---|---|---|---|
| YOLOv9c | 33.5 | 81.2 | 97.3 | 94.6 | 61.2 | 82.1 | 75 |
| YOLOv9c + Tuning | 28.2 | 81.8 | 97.8 | 94.8 | 59 | 93.2 | 75.8 |
| The Proposed DCBS-YOLO | 25.8 | 81.6 | 98.4 | 95.3 | 60.8 | 92.5 | 75.7 |
| The Proposed DCBS-YOLO + Tuning | 36.6 | 81.1 | 96.3 | 95.5 | 63.7 | 88.3 | 76.9 |
