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Performance comparison of the YOLOv8-MU model and other models on the Aquarium dataset.
| Model | AP (%) | mAP@0.5 (%) | ||||||
|---|---|---|---|---|---|---|---|---|
| Fish | Jellyfish | Penguin | Puffin | Shark | Starfish | Stingray | ||
| YOLOv5s | 75.3 | 90.2 | 67.1 | 53.5 | 68.9 | 72.5 | 81.7 | 72.8 |
| YOLOv5m | 77.3 | 90.0 | 64.0 | 58.2 | 67.2 | 71.3 | 76.1 | 72 |
| YOLOv5n | 78.1 | 93.1 | 70.1 | 61.3 | 74.2 | 69.8 | 75.5 | 74.6 |
| YOLOv8s | 69.2 | 88.5 | 61.3 | 47.6 | 58.2 | 68.4 | 77.6 | 67.2 |
| YOLOv8n | 80.1 | 92.0 | 65.7 | 50.7 | 68.5 | 75.4 | 81.4 | 73.4 |
| Ourn | 78.7 | 91.7 | 69.0 | 58.6 | 73.0 | 77.8 | 79.9 | 75.5 |
