Rotated Object Detection on DOTA 1.0 (test)
82.24mAPSTD
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STDBackbone=HiViT-B2024.03 | 82.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSKNetBackbone=LSKNet-S2024.03 | 81.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ARCBackbone=ARC-R502024.03 | 81.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STDBackbone=ViT-B2024.03 | 81.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAE + MTPBackbone=ViT-L + RVSA2024.03 | 81.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAEBackbone=ViT-L + RVSA2024.03 | 81.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RTMDet-RBackbone=RTMDet-R-1, MS=true2024.03 | 81.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| R3Det-KFIoUBackbone=ResNet-152, MS=true2024.03 | 81.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RVSABackbone=ViT-B + RVSA2024.03 | 81.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Oriented RCNNBackbone=ResNet-50, MS=true2024.03 | 80.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAEBackbone=ViT-B + RVSA2024.03 | 80.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMP + MTPBackbone=InternImage-XL2024.03 | 80.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PP-YOLOE-RBackbone=CRN-x, MS=true2024.03 | 80.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAE + MTPBackbone=ViT-B + RVSA2024.03 | 80.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AOPGBackbone=ResNet-50, MS=true2024.03 | 80.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DODetBackbone=ResNet-50, MS=true2024.03 | 80.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| R3Det-DEABackbone=ReResNet-50, MS=true2024.03 | 80.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMPBackbone=InternImage-XL2024.03 | 80.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| R3Det-GWDBackbone=ResNet-152, MS=true2024.03 | 80.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PIIDetBackbone=ResNeSt-101, MS=true2024.03 | 80.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| R3Det-KLDBackbone=ResNet-50, MS=true2024.03 | 80.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReDetBackbone=ReResNet-50, MS=true2024.03 | 80.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S2ANetBackbone=ResNet-50, MS=true2024.03 | 79.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SMLFRBackbone=ConvNeXt-L, MS=false2024.03 | 79.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AO2-DETRBackbone=ResNet-50, MS=true2024.03 | 79.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SASMBackbone=ResNeXt-101, MS=true2024.03 | 79.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-RCNN+oursBackbone=StripNet-S, FAA Head=Included, Scale=single scale2026.02 | 78.72 | 89.81 | 83.27 | 52.93 | 77.06 | 79.57 | 84.9 | 88.31 | 90.89 | 87.1 | 86.43 | 66.43 | 68.04 | 75.54 | 79.03 | 71.48 | |
| LSKNet+oursBackbone=LSKNet-S, FAA Head=Included, Scale=single scale2026.02 | 78.49 | 89.85 | 85.07 | 55.39 | 77.77 | 79.3 | 84.72 | 88.56 | 90.9 | 87.74 | 86.29 | 68.37 | 67.74 | 77.19 | 74.14 | 64.3 | |
| CoLinBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.02 | 78.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PKINetVenue=CVPR’24, Backbone=PKINet-S, Scale=single scale2026.02 | 78.39 | 89.72 | 84.2 | 55.81 | 77.63 | 80.25 | 84.45 | 88.12 | 90.88 | 87.57 | 86.07 | 66.86 | 70.23 | 77.47 | 73.62 | 62.94 | |
| FULLBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.02 | 78.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADAPTERBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.02 | 78.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S-RCNNVenue=AAAI’26, Backbone=StripNet-S, Scale=single scale2026.02 | 78.09 | 89.56 | 83.86 | 53.65 | 76.27 | 79.31 | 84.93 | 88.24 | 90.89 | 87.69 | 85.88 | 66.15 | 68.11 | 75.73 | 73.32 | 67.79 | |
| RSPBackbone=VITAEv2-S, MS=false2024.03 | 77.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LORANDBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.02 | 77.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GRAVenue=ECCV’24, Backbone=R50-GRA, Scale=single scale2026.02 | 77.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSKNetVenue=IJCV’24, Backbone=LSKNet-S, Scale=single scale2026.02 | 77.49 | 89.66 | 85.52 | 57.72 | 75.7 | 74.95 | 78.69 | 88.24 | 90.88 | 86.79 | 86.38 | 66.92 | 63.77 | 77.77 | 74.47 | 64.82 | |
| ADAPTFORMERBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.02 | 77.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CMIDBackbone=Swin-B, MS=false2024.03 | 77.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| R3Det-KLDVenue=NIPS’21, Backbone=ResNet50, Scale=single scale2026.02 | 77.36 | 88.9 | 84.17 | 55.8 | 69.35 | 78.72 | 84.08 | 87 | 89.75 | 84.32 | 85.73 | 64.74 | 61.8 | 76.62 | 78.49 | 70.89 | |
| ARCVenue=ICCV’23, Backbone=R50-ARC, Scale=single scale2026.02 | 77.35 | 89.4 | 82.48 | 55.33 | 73.88 | 79.37 | 84.05 | 88.06 | 90.9 | 86.44 | 84.83 | 63.63 | 70.32 | 74.29 | 71.91 | 65.43 | |
| GGHLBackbone=DarkNet-53, MS=false2024.03 | 76.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReDiffDetVenue=CVPR’25, Backbone=Swin-T, Scale=single scale2026.02 | 76.62 | 82.89 | 82.9 | 52.47 | 70.8 | 80.48 | 85.41 | 88.97 | 90.9 | 86.97 | 87.35 | 60.24 | 65.01 | 76.61 | 74.28 | 64.07 | |
| O-RCNN+oursBackbone=ResNet50, FAA Head=Included, Scale=single scale2026.02 | 76.55 | 89.4 | 84.15 | 54.66 | 72.23 | 78.42 | 82.89 | 87.86 | 90.89 | 86.26 | 85.24 | 63.95 | 65.58 | 75.3 | 70.44 | 61.06 | |
| R3DetBackbone=ResNet-152, MS=true2024.03 | 76.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| R3Det-GWDVenue=ICML’21, Backbone=ResNet50, Scale=single scale2026.02 | 76.34 | 88.82 | 82.94 | 55.63 | 72.75 | 78.52 | 83.1 | 87.46 | 90.21 | 86.36 | 85.44 | 64.7 | 61.41 | 73.46 | 76.94 | 57.38 | |
| ReDetVenue=CVPR’21, Backbone=ReResNet, Scale=single scale2026.02 | 76.25 | 88.79 | 82.64 | 53.97 | 74 | 78.13 | 84.06 | 88.04 | 90.89 | 87.78 | 85.75 | 61.76 | 60.39 | 75.96 | 68.07 | 63.59 | |
| ReDiffDetVenue=CVPR’25, Backbone=ResNet50, Scale=single scale2026.02 | 76.18 | 85.45 | 77.84 | 50.39 | 71.63 | 80.9 | 84.85 | 88.77 | 90.88 | 87 | 86.08 | 63.3 | 63.43 | 76.01 | 76.03 | 60.16 | |
| BITFITBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.02 | 76.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Oriented RepPointsBackbone=ResNet-50, MS=false2024.03 | 75.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LORABackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.02 | 75.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| O-RCNNVenue=IJCV’24, Backbone=ResNet50, Scale=single scale2026.02 | 75.87 | 89.46 | 82.12 | 54.78 | 70.86 | 78.93 | 83 | 88.2 | 90.9 | 87.5 | 84.68 | 63.97 | 67.69 | 74.94 | 68.84 | 52.28 | |
| NORMTUNINGBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.02 | 75.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PARTIAL-1Backbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.02 | 75.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gilding VertexBackbone=ResNet-50, MS=true2024.03 | 75.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ROI TransformerBackbone=ResNet-50, MS=true2024.03 | 74.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MutDetVenue=ECCV’24, Backbone=ResNet50, Scale=single scale2026.02 | 74.5 | 87.3 | 78.7 | 51.3 | 68.5 | 78.9 | 81.6 | 88.1 | 90.7 | 79.9 | 83.7 | 58 | 61.8 | 76.5 | 72.1 | 60.8 | |
| S2ANetVenue=TGRS’21, Backbone=ResNet50, Scale=single scale2026.02 | 74.12 | 89.11 | 82.84 | 48.37 | 71.11 | 78.11 | 78.39 | 87.25 | 90.83 | 84.9 | 85.64 | 60.36 | 62.6 | 65.26 | 69.13 | 57.94 | |
| FIXEDBackbone=Swin-B (89M), Detector Architecture=Oriented R-CNN (Faster R-CNN)2026.02 | 74.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RoI Trans.Venue=CVPR’19, Backbone=ResNet50, Scale=single scale2026.02 | 74.05 | 89.01 | 77.48 | 51.64 | 72.07 | 74.43 | 77.55 | 87.76 | 90.81 | 79.71 | 85.27 | 58.36 | 64.11 | 76.5 | 71.99 | 54.06 | |
| R3DetVenue=AAAI’21, Backbone=ResNet50, Scale=single scale2026.02 | 73.7 | 89.5 | 81.2 | 50.5 | 66.1 | 70.9 | 78.7 | 78.2 | 90.8 | 85.3 | 84.2 | 61.8 | 63.8 | 68.2 | 69.8 | 67.2 | |
| R. F-RCNNVenue=TPAMI’16, Backbone=ResNet50, Scale=single scale2026.02 | 73.17 | 89.4 | 81.81 | 47.28 | 67.44 | 73.96 | 73.12 | 85.03 | 90.9 | 85.15 | 84.9 | 56.6 | 64.77 | 64.7 | 70.28 | 62.22 | |
| SCRDetBackbone=ResNet-101, MS=false2024.03 | 72.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATSS-OBBBackbone=ResNet-50, MS=false2024.03 | 72.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BGHRVenue=AAAI’25, Scale=single scale2026.02 | 71.44 | 88.21 | 75.65 | 42.83 | 60.17 | 79.39 | 74.99 | 85.76 | 90.86 | 83.94 | 85.34 | 56.77 | 65.9 | 60.18 | 72.45 | 49.11 | |
| Faster RCNN-OBBBackbone=ResNet-50, MS=false2024.03 | 69.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |