Object Detection on UAVDT
52.8mAPSpotNet
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SpotNet2020.02 | 52.8 | — | — | — | — | — | — | |
| CenterNet2020.02 | 51.18 | — | — | — | — | — | — | |
| Wang et al.2020.02 | 37.81 | — | — | — | — | — | — | |
| RSODLabeled data setting=10%, Supervised status=Semi-supervised2026.01 | 34.8 | — | — | — | — | — | — | |
| RSODLabeled data setting=5%, Supervised status=Semi-supervised2026.01 | 34.7 | — | — | — | — | — | — | |
| R-FCN2020.02 | 34.35 | — | — | — | — | — | — | |
| SSD2020.02 | 33.62 | — | — | — | — | — | — | |
| PsecoLabeled data setting=10%, Supervised status=Semi-supervised2026.01 | 33.6 | — | — | — | — | — | — | |
| Unbiased Teacher V2Labeled data setting=10%, Supervised status=Semi-supervised2026.01 | 33.4 | — | — | — | — | — | — | |
| Soft TeacherLabeled data setting=10%, Supervised status=Semi-supervised2026.01 | 33.1 | — | — | — | — | — | — | |
| PsecoLabeled data setting=5%, Supervised status=Semi-supervised2026.01 | 32.7 | — | — | — | — | — | — | |
| MixPLLabeled data setting=10%, Supervised status=Semi-supervised2026.01 | 32.2 | — | — | — | — | — | — | |
| VCLabeled data setting=10%, Supervised status=Semi-supervised2026.01 | 32.2 | — | — | — | — | — | — | |
| MixPLLabeled data setting=5%, Supervised status=Semi-supervised2026.01 | 31.6 | — | — | — | — | — | — | |
| Unbiased Teacher V2Labeled data setting=5%, Supervised status=Semi-supervised2026.01 | 31 | — | — | — | — | — | — | |
| VCLabeled data setting=5%, Supervised status=Semi-supervised2026.01 | 30.9 | — | — | — | — | — | — | |
| Soft TeacherLabeled data setting=5%, Supervised status=Semi-supervised2026.01 | 30.8 | — | — | — | — | — | — | |
| Faster R-CNNLabeled data setting=10%, Supervised status=Supervised2026.01 | 26.2 | — | — | — | — | — | — | |
| RSODLabeled data setting=1%, Supervised status=Semi-supervised2026.01 | 23.2 | — | — | — | — | — | — | |
| Soft TeacherLabeled data setting=1%, Supervised status=Semi-supervised2026.01 | 23 | — | — | — | — | — | — | |
| Faster R-CNNLabeled data setting=5%, Supervised status=Supervised2026.01 | 22.9 | — | — | — | — | — | — | |
| PsecoLabeled data setting=1%, Supervised status=Semi-supervised2026.01 | 22.9 | — | — | — | — | — | — | |
| Faster-RCNN2020.02 | 22.32 | — | — | — | — | — | — | |
| MixPLLabeled data setting=1%, Supervised status=Semi-supervised2026.01 | 22.2 | — | — | — | — | — | — | |
| Unbiased Teacher V2Labeled data setting=1%, Supervised status=Semi-supervised2026.01 | 21.6 | — | — | — | — | — | — | |
| RON2020.02 | 21.59 | — | — | — | — | — | — | |
| VCLabeled data setting=1%, Supervised status=Semi-supervised2026.01 | 21.5 | — | — | — | — | — | — | |
| UAVGenAugmentation=UAVGen2026.04 | 16.6 | 30.9 | 16.1 | 11.7 | 27.8 | 14.8 | — | |
| AeroGenAugmentation=AeroGen2026.04 | 15 | 28.3 | 14.5 | 10.7 | 25.1 | 12.6 | — | |
| Real onlyAugmentation=None2026.04 | 14.5 | 26.1 | 14.7 | 10.3 | 24.1 | 11.8 | — | |
| GeodiffusionAugmentation=Geodiffusion2026.04 | 14 | 28.4 | 12.1 | 10.3 | 24.2 | 12.2 | — | |
| Faster R-CNNLabeled data setting=1%, Supervised status=Supervised2026.01 | 13.7 | — | — | — | — | — | — | |
| CEASC2025.06 | — | 30.9 | 17.8 | — | — | — | 17.1 | |
| ClusDet2025.06 | — | 26.5 | 12.5 | — | — | — | 13.7 | |
| Deformable DETRGFLOPs=196.02025.06 | — | 32.7 | 16.9 | — | — | — | 15.9 | |
| DREN2025.06 | — | — | — | — | — | — | 15.1 | |
| GFL2025.06 | — | 29.5 | 17.9 | — | — | — | 16.9 | |
| GLSAN2025.06 | — | 28.1 | 18.8 | — | — | — | 17 | |
| RT-DETR-R18GFLOPs=60.02025.06 | — | 33.2 | 19.2 | — | — | — | 16.5 | |
| YOLO11m-P2GFLOPs=91.32025.06 | — | 32.6 | 17.6 | — | — | — | 15.4 | |
| YOLO11m-P2 + MGDFISGFLOPs=119.52025.06 | — | 38.4 | 22.8 | — | — | — | 21.6 | |
| YOLO26m-P2GFLOPs=91.42025.06 | — | 32 | 17.4 | — | — | — | 15.8 | |
| YOLO26m-P2 + MGDFISGFLOPs=119.62025.06 | — | 38.9 | 23.1 | — | — | — | 21.9 | |
| YOLOv12m-P2GFLOPs=77.72025.06 | — | 31.9 | 16.9 | — | — | — | 14.5 | |
| YOLOv12m-P2 + MGDFISGFLOPs=105.92025.06 | — | 37.1 | 21.8 | — | — | — | 20.4 | |
| YOLOv8m-P2GFLOPs=98.02025.06 | — | 31.4 | 17.2 | — | — | — | 16.9 | |
| YOLOv8m-P2 + MGDFISGFLOPs=126.22025.06 | — | 36.8 | 21.5 | — | — | — | 20.1 |