Object Detection on DUO Dataset
88mAP@0.5DPSA_FGIoU_YOLOv10n
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DPSA_FGIoU_YOLOv10nParameters=2.8M2026.03 | 88 | 87.2 | 78.6 | 69.1 | |
| FGIoU_YOLOv10nParameters=2.77M2026.03 | 87.4 | 87.1 | 78 | 68 | |
| Dynamic YOLOParameters=8.2M2026.03 | 86.7 | — | — | 68.6 | |
| YOLOv10sParameters=8.1M2026.03 | 86.1 | 84.6 | 78.5 | 66.3 | |
| YOLOv11nParameters=2.60M2026.03 | 85.8 | 84 | 77.6 | 66.7 | |
| DPSA_YOLOv10nParameters=2.728M2026.03 | 85.7 | 84.5 | 78.2 | 66.4 | |
| YOLOv9tParameters=2.01M2026.03 | 85.5 | 86.5 | 77.6 | 66.4 | |
| YOLOv8sParameters=11.1M2026.03 | 83.4 | 86.5 | 76.7 | 67 | |
| YOLOv8mParameters=25.8M2026.03 | 83.4 | 85.7 | 76.8 | 68.4 | |
| YOLOv8nParameters=3.1M2026.03 | 82.7 | 81.9 | 75.7 | 64.1 | |
| YOLOv10nParameters=2.7M2026.03 | 81.8 | 88.3 | 68.4 | 63.5 | |
| PUIE-NetDetector=YOLOv82026.06 | 81.2 | 85.3 | 71.5 | 60.4 | |
| Dual-Branch Collaborative FrameworkDetector=YOLOv82026.06 | 81.1 | 81.7 | 73.5 | 60.3 | |
| WBDetector=YOLOv82026.06 | 80.6 | 83.6 | 71.8 | 60 | |
| HUPEDetector=YOLOv82026.06 | 80.5 | 82.9 | 72.5 | 59.8 | |
| RawDetector=YOLOv82026.06 | 80.3 | 82.2 | 72.7 | 60.2 | |
| WaterNetDetector=YOLOv82026.06 | 80.1 | 83 | 71.2 | 58.7 | |
| ULAPDetector=YOLOv82026.06 | 79.8 | 79.8 | 72.9 | 59 | |
| UWCNNDetector=YOLOv82026.06 | 79.4 | 84.1 | 69.9 | 58.5 | |
| FUnIE-GANDetector=YOLOv82026.06 | 77.3 | 82 | 66.7 | 56 | |
| HEDetector=YOLOv82026.06 | 77 | 83.5 | 66.8 | 55.1 | |
| FusionDetector=YOLOv82026.06 | 76.3 | 78.7 | 68 | 53.2 |