Object Detection on DIOR
85.5mAP50LAE-DINO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LAE-DINOPretrain Dataset=LAE-1M, Prompt=text2026.02 | 85.5 | — | |
| RS-Global MTPTraining Mode=Fine-tuning2025.10 | 85.5 | — | |
| GroundingDINOPretrain Dataset=LAE-1M, Prompt=text2026.02 | 83.6 | — | |
| RS-MPODPretrain Dataset=LAE-1M, Prompt=multimodal2026.02 | 83.6 | — | |
| GLIPPretrain Dataset=LAE-1M, Prompt=text2026.02 | 82.8 | — | |
| RS-MPODPretrain Dataset=LAE-1M, Prompt=text2026.02 | 81.3 | — | |
| SOTA RS foundation modelTraining Mode=Fine-tuning2025.10 | 81.1 | — | |
| CoDe-MAEBackbone=HiViT-B2026.04 | 79 | — | |
| SkySenseDetection Type=Horizontal2023.12 | 78.73 | — | |
| SkySenseBackbone=Swin V2-H2026.04 | 78.73 | — | |
| SelectiveMAEBackbone=ViT-L2026.04 | 77.8 | — | |
| SkySenseBackbone=Swin V2-L2026.04 | 76.74 | — | |
| OpenRSDPretrain Dataset=ORSD+, Prompt=text2026.02 | 76.7 | — | |
| OpenRSDPretrain Dataset=ORSD+, Prompt=visual2026.02 | 76.7 | — | |
| RS-MPODPretrain Dataset=LAE-1M, Prompt=visual–322026.02 | 76.2 | — | |
| RingMo+Detection Type=Horizontal, Publication=TGRS'222023.12 | 75.9 | — | |
| RingMoBackbone=Swin-B2026.04 | 75.9 | — | |
| RVSABackbone=ViT-B+RVSA2026.04 | 75.8 | — | |
| SelectiveMAEBackbone=ViT-B2026.04 | 75.7 | — | |
| CMIDDetection Type=Horizontal, Publication=CVPR'232023.12 | 75.11 | — | |
| SatLasDetection Type=Horizontal, Publication=ICCV'232023.12 | 74.1 | — | |
| SatLasBackbone=Swin-B2026.04 | 74.1 | — | |
| Scale-MAEDetection Type=Horizontal, Publication=ICCV'232023.12 | 73.81 | — | |
| ScaleMAEBackbone=ViT-L2026.04 | 73.81 | — | |
| MaRSBackbone=Swin V2-B2026.04 | 73.7 | — | |
| RVSADetection Type=Horizontal, Publication=TGRS'222023.12 | 73.22 | — | |
| GFMDetection Type=Horizontal, Publication=ICCV'232023.12 | 72.84 | — | |
| GFMBackbone=Swin-B2026.04 | 72.84 | — | |
| TeacherParams(MB)=30.8, BOPs(G)=214282022.12 | 71.95 | — | |
| TeacherParams(MB)=203, BOPs(G)=1781762022.12 | 71.7 | — | |
| GHOSTParams(MB)=9.3, BOPs(G)=21582022.12 | 71.53 | — | |
| SatMAEDetection Type=Horizontal, Publication=NIPS'222023.12 | 70.89 | — | |
| SatMAEBackbone=ViT-L2026.04 | 70.89 | — | |
| TOYDetection Type=Horizontal, Publication=JSTARS'232023.12 | 70.16 | — | |
| ARSDParams(MB)=52, BOPs(G)=425982022.12 | 70.1 | — | |
| FMSSDParams(MB)=5442022.12 | 69.5 | — | |
| O2-DNetParams(MB)=8362022.12 | 68.3 | — | |
| GFLParams(MB)=76, BOPs(G)=997682022.12 | 68 | — | |
| ATSSParams(MB)=75, BOPs(G)=977922022.12 | 67.7 | — | |
| FCOSParams(MB)=127, BOPs(G)=1264742022.12 | 67.6 | — | |
| RoI Trans. + COBB-ln-lnbackbone=RoI Trans., variant=ln-ln2024.02 | 67.53 | 45.27 | |
| RoI Trans. + COBB-ln-sigbackbone=RoI Trans., variant=ln-sig2024.02 | 67.47 | 45.51 | |
| GASSLDetection Type=Horizontal, Publication=ICCV'212023.12 | 67.4 | — | |
| CACODetection Type=Horizontal, Publication=CVPR'232023.12 | 66.91 | — | |
| RoI Trans. + COBB-sig-sigbackbone=RoI Trans., variant=sig-sig2024.02 | 66.72 | 45.01 | |
| RoI Trans.baseline=true2024.02 | 66.09 | 44.26 | |
| RetainNetParams(MB)=221, BOPs(G)=1849542022.12 | 65.7 | — | |
| Oriented R-CNN + COBB-sigbackbone=Oriented R-CNN, variant=sig2024.02 | 65.65 | 42.78 | |
| Oriented R-CNN + COBB-lnbackbone=Oriented R-CNN, variant=ln2024.02 | 65.42 | 42.19 | |
| SSL4EODetection Type=Horizontal, Publication=GRSM'232023.12 | 64.82 | — | |
| Oriented R-CNNbaseline=true2024.02 | 64.38 | 41.19 | |
| Rotated Faster R-CNN + COBB-lnbackbone=Rotated Faster R-CNN, variant=ln2024.02 | 62.58 | 37.55 | |
| Rotated Faster R-CNN + COBB-sigbackbone=Rotated Faster R-CNN, variant=sig2024.02 | 62.28 | 37.7 | |
| Gliding Vertexbaseline=true2024.02 | 61.49 | 36.24 | |
| ShuffleNetParams(MB)=48, BOPs(G)=894052022.12 | 61.3 | — | |
| Rotated Faster R-CNNbaseline=true2024.02 | 60.64 | 35.26 | |
| MobileNetV2Params(MB)=41, BOPs(G)=779262022.12 | 58.2 | — | |
| YOLOv3Params(MB)=247, BOPs(G)=1251532022.12 | 57.1 | — | |
| Faster R-CNNParams(MB)=240, BOPs(G)=1865722022.12 | 54.1 | — | |
| ASTOD (Refined)Model variant=Refined2022.12 | 52.89 | — | |
| ASTOD (Student)Model variant=Student2022.12 | 51.23 | — | |
| SupervisedModel variant=Supervised2022.12 | 47.59 | — |