Object Detection on RUOD
88.9mAP@0.5DPSA_FGIoU_YOLOv10n
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DPSA_FGIoU_YOLOv10nParameters=2.8M2026.03 | 88.9 | 86.7 | 82.1 | 66.5 | |
| DPSA_YOLOv10nParameters=2.728M2026.03 | 88.3 | 85.7 | 80.7 | 65.1 | |
| FGIoU_YOLOv10nParameters=2.77M2026.03 | 88 | 85.7 | 80.5 | 64.9 | |
| YOLOv8mParameters=25.8M2026.03 | 85.8 | 85.6 | 77.9 | 62.1 | |
| YOLOv8sParameters=11.1M2026.03 | 85.6 | 85.7 | 78.5 | 61.4 | |
| YOLOv10sParameters=8.1M2026.03 | 84.3 | 84.4 | 78.2 | 61.9 | |
| YOLOv11nParameters=2.60M2026.03 | 82.8 | 83.2 | 76.5 | 58.8 | |
| YOLOv8nParameters=3.1M2026.03 | 82.6 | 83.8 | 75 | 58.4 | |
| YOLOv9tParameters=2.01M2026.03 | 82.4 | 84.1 | 75.1 | 59 | |
| YOLOv10nParameters=2.7M2026.03 | 82.2 | 82.3 | 76 | 58.8 | |
| GiPL (Ours)Shot=10-shot2026.05 | 42.1 | — | — | — | |
| GiPL (Ours)Shot=5-shot2026.05 | 41.1 | — | — | — | |
| GLIPShot=5-shot2026.05 | 35.8 | — | — | — | |
| GiPL (Ours)Shot=1-shot2026.05 | 34.6 | — | — | — | |
| GroundingDINOShot=10-shot2026.05 | 34.6 | — | — | — | |
| GroundingDINOShot=1-shot2026.05 | 31.5 | — | — | — |