Oriented Object Detection on DOTA v1.0 (mAP and FPS)
82.13mAPBMCR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BMCRBackbone=BMCR, Scale Setting=MS2026.06 | 82.13 | 63.9 | |
| RoI Trans.Backbone=ViT-G, Scale Setting=MS2026.06 | 81.94 | 21.3 | |
| Oriented R-CNNBackbone=LSK-S, Scale Setting=MS2026.06 | 81.64 | 44.8 | |
| Strip R-CNNBackbone=StripNet-S, Scale Setting=MS2026.06 | 81.58 | 66.3 | |
| Oriented R-CNNBackbone=LSK-T, Scale Setting=MS2026.06 | 81.37 | 49.5 | |
| Oriented R-CNNBackbone=ViTAEv2, Scale Setting=MS2026.06 | 81.24 | 24.3 | |
| Oriented R-CNNBackbone=ViTAE-B+RVSA, Scale Setting=MS2026.06 | 81.18 | 20.5 | |
| Oriented R-CNNBackbone=ARC-R101, Scale Setting=MS2026.06 | 81.11 | 51.3 | |
| Oriented R-CNNBackbone=PKINet-S, Scale Setting=MS2026.06 | 81.06 | 51.4 | |
| R3Det-KFIoUBackbone=ResNet-152, Scale Setting=MS2026.06 | 81.03 | 41.6 | |
| Oriented R-CNNBackbone=ARC-R50, Scale Setting=MS2026.06 | 80.93 | 55.2 | |
| RoI-Trans.-KFIoUBackbone=Swin-T, Scale Setting=MS2026.06 | 80.93 | 50 | |
| RQFormerBackbone=ResNet-50, Scale Setting=MS2026.06 | 80.92 | 66.3 | |
| Oriented R-CNNBackbone=ResNet-50, Scale Setting=MS2026.06 | 80.87 | 68.5 | |
| Oriented R-CNNBackbone=ResNet-101, Scale Setting=MS2026.06 | 80.52 | 52.4 | |
| Oriented R-CNNBackbone=Swin-T, Scale Setting=MS2026.06 | 80.37 | 46.5 | |
| OrientedFormerBackbone=LSK-T, Scale Setting=MS2026.06 | 79.61 | 47.8 | |
| OrientedFormerBackbone=ResNet-101, Scale Setting=MS2026.06 | 79.36 | 51.2 | |
| BMCRBackbone=BMCR, Scale Setting=SS2026.06 | 79.31 | 63.9 | |
| OrientedFormerBackbone=ResNet-50, Scale Setting=MS2026.06 | 79.06 | 61.3 | |
| RoI Trans.Backbone=Swin-T, Scale Setting=MS2026.06 | 79.05 | 56.4 | |
| Oriented R-CNNBackbone=ViTAE-B+RVSA, Scale Setting=SS2026.06 | 78.99 | 20.5 | |
| OrientedFormerBackbone=Swin-T, Scale Setting=MS2026.06 | 78.86 | 48.6 | |
| UniconDetBackbone=ResNet-152, Scale Setting=SS2026.06 | 78.67 | — | |
| EMO2-DETRBackbone=Swin-T, Scale Setting=MS2026.06 | 78.46 | — | |
| UniconDetBackbone=ResNet-101, Scale Setting=SS2026.06 | 78.45 | — | |
| UniconDetBackbone=ResNet-50, Scale Setting=SS2026.06 | 78.4 | — | |
| Oriented R-CNNBackbone=PKINet-S, Scale Setting=SS2026.06 | 78.39 | 51.4 | |
| Strip R-CNNBackbone=StripNet-S, Scale Setting=SS2026.06 | 78.37 | 66.3 | |
| ARS-DETRBackbone=ResNet-50, Scale Setting=MS2026.06 | 78.17 | 61.4 | |
| ARS-DETRBackbone=Swin-T, Scale Setting=MS2026.06 | 78.09 | 55.1 | |
| Oriented R-CNNBackbone=LSK-S, Scale Setting=SS2026.06 | 78.02 | 44.8 | |
| Oriented R-CNNBackbone=ViTAEv2, Scale Setting=SS2026.06 | 77.72 | 24.3 | |
| Oriented R-CNNBackbone=ARC-R101, Scale Setting=SS2026.06 | 77.71 | 51.3 | |
| Oriented R-CNNBackbone=LSK-T, Scale Setting=SS2026.06 | 77.6 | 49.5 | |
| Oriented R-CNNBackbone=ARC-R50, Scale Setting=SS2026.06 | 77.35 | 55.2 | |
| OrientedFormerBackbone=LSK-T, Scale Setting=SS2026.06 | 77.13 | 47.8 | |
| RoI Trans.Backbone=ViT-G, Scale Setting=SS2026.06 | 77.1 | 21.3 | |
| R3Det-KFIoUBackbone=ResNet-152, Scale Setting=SS2026.06 | 77.07 | 41.6 | |
| RoI-Trans.-KFIoUBackbone=Swin-T, Scale Setting=SS2026.06 | 76.94 | 50 | |
| EMO2-DETRBackbone=ResNet-50, Scale Setting=MS2026.06 | 76.23 | — | |
| Oriented R-CNNBackbone=Swin-T, Scale Setting=SS2026.06 | 75.95 | 46.5 | |
| OrientedFormerBackbone=ResNet-101, Scale Setting=SS2026.06 | 75.91 | 51.2 | |
| OrientedFormerBackbone=Swin-T, Scale Setting=SS2026.06 | 75.88 | 48.6 | |
| Oriented R-CNNBackbone=ResNet-101, Scale Setting=SS2026.06 | 75.82 | 52.4 | |
| ARS-DETRBackbone=Swin-T, Scale Setting=SS2026.06 | 75.47 | 55.1 | |
| OrientedFormerBackbone=ResNet-50, Scale Setting=SS2026.06 | 75.37 | 61.3 | |
| RQFormerBackbone=ResNet-50, Scale Setting=SS2026.06 | 75.04 | 66.3 | |
| RoI Trans.Backbone=Swin-T, Scale Setting=SS2026.06 | 74.61 | 56.4 | |
| ARS-DETRBackbone=ResNet-50, Scale Setting=SS2026.06 | 74.16 | 61.4 | |
| Oriented R-CNNBackbone=ResNet-50, Scale Setting=SS2026.06 | 73.5 | 68.5 | |
| EMO2-DETRBackbone=Swin-T, Scale Setting=SS2026.06 | 72.32 | — | |
| EMO2-DETRBackbone=ResNet-50, Scale Setting=SS2026.06 | 70.91 | — |