Oriented Object Detection on DOTA single-scale 1.0
81.8AP50RiO-DETR-x
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RiO-DETR-xBackbone=HGNet-B5, #P=62.5M, Flops=527G, Lat.=29.92026.03 | 81.8 | 88.3 | 87.5 | 61.9 | 79.2 | 83.2 | 86.5 | 89.2 | 90.8 | 88.4 | 87.8 | 71.2 | 75.1 | 78.5 | 82.2 | 77.1 | |
| RiO-DETR-lBackbone=HGNet-B4, #P=27.5M, Flops=230G, Lat.=13.42026.03 | 81.7 | 86.7 | 86.8 | 60.8 | 79.4 | 82 | 86.4 | 89 | 90.8 | 88.7 | 88.5 | 70 | 76 | 79.2 | 83.4 | 76.9 | |
| RiO-DETR-mBackbone=HGNet-B2, #P=18.6M, Flops=158G, Lat.=8.82026.03 | 80.9 | 85.9 | 86.4 | 61.7 | 78.1 | 82 | 86.8 | 89.2 | 90.8 | 88.9 | 87.7 | 67.4 | 73.3 | 78.8 | 77.4 | 78.8 | |
| YOLO26x-obbBackbone=YOLO26x, #P=57.6M, Flops=517G, Lat.=30.52026.03 | 80.4 | 89.7 | 86.6 | 57.3 | 73.8 | 82.8 | 79.2 | 89.2 | 91.1 | 89.1 | 88.1 | 66.7 | 70.6 | 77.9 | 83.3 | 80.7 | |
| RiO-DETR-sBackbone=HGNet-B2, #P=8.2M, Flops=53G, Lat.=5.22026.03 | 80.3 | 85.6 | 84.8 | 57.5 | 75.5 | 80.7 | 86.2 | 89 | 90.8 | 88.4 | 88.2 | 65.2 | 74.2 | 78.3 | 80.1 | 79.6 | |
| YOLO26l-obbBackbone=YOLO26l, #P=25.6M, Flops=230G, Lat.=13.02026.03 | 80.2 | 89.5 | 86.3 | 56.2 | 74.2 | 82.8 | 78.8 | 89.3 | 91.1 | 88.6 | 88.1 | 67.8 | 72.2 | 78.2 | 83.5 | 76.5 | |
| Strip R-CNN-SBackbone=StripNet-S, #P=30.5M, Flops=159G, Lat.=241.92026.03 | 80.1 | 88.9 | 86.4 | 57.4 | 76.4 | 79.7 | 84.4 | 88.2 | 90.9 | 86.7 | 87.5 | 69.9 | 66.8 | 79.2 | 82.9 | 75.6 | |
| YOLO26m-obbBackbone=YOLO26m, #P=21.2M, Flops=183G, Lat.=10.22026.03 | 80 | 89.2 | 86.8 | 56.4 | 73 | 82.6 | 78.3 | 89.1 | 91.2 | 88.3 | 87.9 | 64.5 | 78 | 78.3 | 83.1 | 79.7 | |
| Oriented-DETRBackbone=Swin-T, #P=57.7M, Flops=309G, Lat.=235.52026.03 | 79.8 | 89.4 | 85.1 | 57.8 | 75 | 81.2 | 86.1 | 89.1 | 90.9 | 88.7 | 87 | 62.9 | 69.1 | 80.7 | 82.8 | 71 | |
| YOLO26s-obbBackbone=YOLO26s, #P=9.8M, Flops=55G, Lat.=4.92026.03 | 79.7 | 89.7 | 86.3 | 55.5 | 71.8 | 82.5 | 81.9 | 88.9 | 91.1 | 88.2 | 88.1 | 62.9 | 72.5 | 78 | 83.9 | 74.5 | |
| RHINO-DETRBackbone=Swin-T, #P=50.8M, Flops=609G, Lat.=242.62026.03 | 79.4 | 88.2 | 84.8 | 58.5 | 77.7 | 81.1 | 85.6 | 89.2 | 90.9 | 87 | 86.4 | 65.5 | 71.3 | 78.2 | 82.8 | 64.3 | |
| Oriented-DETRBackbone=R-50, #P=57.2M, Flops=302G, Lat.=217.32026.03 | 79.1 | 89.2 | 86.4 | 57.7 | 75.3 | 81.1 | 84.7 | 89.1 | 90.9 | 86.1 | 87 | 59.5 | 70.3 | 79.3 | 81.5 | 68.8 | |
| RVSABackbone=ViTAE-B, #P=114.4M, Flops=414G2026.03 | 79 | 89.4 | 84.3 | 59.4 | 73.2 | 80 | 85.4 | 88.1 | 90.9 | 88.5 | 86.5 | 58.9 | 72.2 | 77.3 | 79.6 | 71.2 | |
| RTMDet-R-lBackbone=CSPNext-l, #P=52.3M, Flops=205G, Lat.=30.22026.03 | 78.8 | 89.4 | 84.2 | 55.2 | 75.1 | 80.8 | 84.5 | 89 | 90.9 | 87.4 | 87.2 | 63.1 | 67.9 | 78.1 | 80.8 | 69.1 | |
| RHINO-DETRBackbone=R-50, #P=47.6M, Flops=566G, Lat.=187.92026.03 | 78.7 | 88.2 | 85.1 | 55.8 | 72.7 | 80.2 | 83.1 | 89 | 90.8 | 87.1 | 86.8 | 65.3 | 71.6 | 77.7 | 81.2 | 64.7 | |
| PSD-SQBackbone=R-502026.03 | 78.5 | 89.7 | 85.4 | 57.3 | 75.2 | 80 | 81.2 | 88.3 | 89.9 | 88 | 86.3 | 69.6 | 68.5 | 75.3 | 69.5 | 72.7 | |
| PKINet-SBackbone=PKINet-S, #P=30.8M, Flops=190G, Lat.=359.72026.03 | 78.4 | 89.7 | 84.2 | 55.8 | 77.6 | 80.2 | 84.5 | 88.1 | 90.9 | 87.6 | 86.1 | 66.9 | 70.2 | 77.5 | 73.6 | 62.9 | |
| RiO-DETR-nBackbone=HGNet-B0, #P=4.0M, Flops=17G, Lat.=2.72026.03 | 78.4 | 87.3 | 86.1 | 54.9 | 73.6 | 80.5 | 85.1 | 88 | 90.8 | 87.4 | 86.9 | 60.9 | 72 | 76.8 | 73.4 | 71.8 | |
| PPYOLOE-R-xBackbone=CRN-x, #P=98.4M, Flops=264G, Lat.=51.02026.03 | 78.3 | 89.5 | 79.7 | 55 | 75.6 | 82.4 | 85.2 | 88.3 | 90.8 | 85.7 | 87.7 | 63.2 | 69.5 | 77.1 | 75.1 | 69.4 | |
| RTMDet-R-mBackbone=CSPNext-m, #P=24.7M, Flops=100G, Lat.=22.42026.03 | 78.2 | 89.2 | 84.7 | 53.9 | 74.7 | 81.5 | 84 | 88.7 | 90.8 | 87.4 | 87.2 | 59.4 | 66.7 | 77.7 | 82.4 | 65.3 | |
| PPYOLOE-R-lBackbone=CRN-l, #P=52.2M, Flops=141G, Lat.=33.32026.03 | 78.1 | 89.2 | 81 | 54 | 70.2 | 81.8 | 85.2 | 88.8 | 90.8 | 87 | 88 | 62.9 | 67.9 | 76.6 | 79.1 | 69.7 | |
| AO2-DETRBackbone=R-50, #P=74.3M, Flops=304G2026.03 | 77.7 | 89.3 | 85 | 56.7 | 74.9 | 78.9 | 82.7 | 87.3 | 90.5 | 84.7 | 85.4 | 62 | 70 | 74.7 | 72.4 | 71.6 | |
| YOLO26n-obbBackbone=YOLO26n, #P=2.5M, Flops=14G, Lat.=2.82026.03 | 77.7 | 89.7 | 84.7 | 52.1 | 71.1 | 83.1 | 78.9 | 88.7 | 91.1 | 87.3 | 86.9 | 58.5 | 69.1 | 76.6 | 82.8 | 65.1 | |
| LSKNet-SBackbone=LSKNet-S, #P=31.0M, Flops=161G, Lat.=203.52026.03 | 77.5 | 89.7 | 85.5 | 57.7 | 75.7 | 75 | 78.7 | 88.2 | 90.9 | 90.9 | 86.4 | 66.9 | 63.8 | 77.8 | 74.5 | 64.8 | |
| ARS-DETRBackbone=Swin-T, #P=41.9M, Flops=431G, Lat.=303.62026.03 | 75.5 | 87.7 | 76.5 | 50.6 | 69.9 | 79.8 | 83.9 | 87.9 | 90.3 | 86.2 | 85.1 | 54.6 | 67 | 75.6 | 73.7 | 63.4 | |
| ARS-DETRBackbone=R-50, #P=41.4M, Flops=411G, Lat.=221.72026.03 | 74.2 | 86.9 | 75.5 | 48.3 | 69.2 | 77.9 | 77.9 | 87.6 | 90.5 | 77.3 | 82.8 | 60.2 | 64.5 | 74.8 | 71.7 | 66.6 | |
| EMO2-DETRBackbone=Swin-T2026.03 | 72.3 | 89 | 79.6 | 48.7 | 60.2 | 77.3 | 76.4 | 84.5 | 90.8 | 84.8 | 85.7 | 48.9 | 67.6 | 66.3 | 71.5 | 53.5 | |
| R. D-DETRBackbone=R-50 w/ CSL, #P=41.4M, Flops=411G, Lat.=221.72026.03 | 72.2 | 86.2 | 76.6 | 46.6 | 65.2 | 76.8 | 76.3 | 87.7 | 90.7 | 79.3 | 82.3 | 54 | 61.7 | 66 | 70.4 | 61.9 | |
| R. D-DETRBackbone=R-50, #P=41.1M, Flops=409G, Lat.=216.92026.03 | 69.5 | 84.8 | 70.7 | 46 | 61.9 | 73.9 | 78.8 | 87.7 | 90 | 77.9 | 78.4 | 47 | 54.4 | 66.8 | 67.6 | 55.6 |