Object Detection on CARPK
97.4mAP@0.5YOLO26m + MGDFIS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| YOLO26m + MGDFISGFLOPs=96.12025.06 | 97.4 | 62.3 | |
| YOLOv12m + MGDFISGFLOPs=95.72025.06 | 97.1 | 61.5 | |
| YOLOv8m + MGDFISGFLOPs=107.12025.06 | 96.8 | 60.2 | |
| Drone-YOLO-M2025.06 | 96.6 | 68.3 | |
| YOLO26m-P2GFLOPs=91.42025.06 | 95.4 | 58.1 | |
| YOLO11m-P2GFLOPs=91.32025.06 | 95.3 | 58.2 | |
| YOLOv12m-P2GFLOPs=77.72025.06 | 95.2 | 58 | |
| YOLOv8m-P2GFLOPs=98.02025.06 | 95.1 | 57.4 | |
| DINOGFLOPs=279.02025.06 | 94.4 | 49.6 | |
| GiPL (Ours)Shot=1-shot2026.05 | 63.3 | — | |
| GiPL (Ours)Shot=5-shot2026.05 | 63 | — | |
| GiPL (Ours)Shot=10-shot2026.05 | 61.3 | — | |
| GroundingDINOShot=1-shot2026.05 | 49 | — | |
| GLIPShot=5-shot2026.05 | 42 | — | |
| GroundingDINOShot=10-shot2026.05 | 40 | — |