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Improvement and promotion effect on the TrashCan dataset.
| Model | Precision/% | Recall/% | mAP@50/% |
|---|---|---|---|
| YOLOv8(baseline) | 54.5 | 39.3 | 45.8 |
| YOLOv8-fasternet | 45.8 | 41.3 | 42.9 |
| YOLOv8-C2f-Faster | 44.7 | 44.5 | 44 |
| YOLOv8-C2f-Faster-EMA | 38 | 43.3 | 41.5 |
| YOLOv8-C2f-Faster-EMAv2 | 48.2 | 40.2 | 42.7 |
| YOLOv8-C2f-Faster-EMAv3 | 63.6 | 44.8 | 47.1 |
