Object Detection on SAT-MTB v1 (test)
38.5mAP50Cascade RCNN
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cascade RCNNAccepted By=TPAMI2021, Feature Extraction=ResNet50+FPN, MHF (ours)=true2026.06 | 38.5 | 18.7 | 65.8 | 51.5 | 0 | 41.7 | 57.2 | 0 | 38.8 | 66.6 | 2.1 | 44.5 | 75.2 | |
| FCOSAccepted By=ICCV2019, Feature Extraction=ResNet50+FPN, MHF (ours)=true2026.06 | 37.5 | 5.1 | 77.8 | 52.7 | 0 | 46.2 | 51.9 | 0 | 41.6 | 66.7 | 8.2 | 29.1 | 70.8 | |
| ATSSAccepted By=CVPR2020, Feature Extraction=ResNet50+FPN, MHF (ours)=true2026.06 | 35.6 | 10.2 | 66.9 | 44 | 0 | 40.6 | 48.4 | 5.5 | 40.5 | 68.3 | 7.9 | 29.4 | 65.5 | |
| Faster RCNNAccepted By=TPAMI2017, Feature Extraction=ResNet50+FPN, MHF (ours)=true2026.06 | 34.2 | 19 | 74.3 | 54.9 | 0 | 50.9 | 53.5 | 0 | 39.6 | 60.3 | 17.2 | 29.8 | 11.4 | |
| YOLOv3Accepted By=ICCV2018, Feature Extraction=DarkNet53, MHF (ours)=true2026.06 | 33.7 | 0.8 | 64.6 | 51.5 | 0 | 40.1 | 60.5 | 0 | 41.4 | 65.5 | 6.4 | 43 | 30.5 | |
| DETRAccepted By=ECCV2020, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 33.5 | 43.2 | 63.9 | 48.9 | 0 | 36.9 | 54.5 | 0.1 | 47.9 | 50.8 | 6.6 | 37.2 | 11.9 | |
| YOLOv3Accepted By=ICCV2018, Feature Extraction=DarkNet53, MHF (ours)=false2026.06 | 32.8 | 5.5 | 60.7 | 44.2 | 0 | 29.4 | 48.8 | 0.4 | 49.7 | 50.5 | 8.8 | 30.2 | 65.7 | |
| DINOAccepted By=ICLR2023, Feature Extraction=ResNet50+FPN, MHF (ours)=true2026.06 | 31.8 | 12 | 57.3 | 64.3 | 0 | 35.6 | 59.1 | 0.2 | 33.5 | 53.4 | 7.2 | 2.3 | 56.9 | |
| GroieAccepted By=ICPR2021, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 30.9 | 3.3 | 72.8 | 59.2 | 0 | 42.6 | 50.7 | 0.1 | 36.9 | 59 | 8.1 | 24.6 | 13.8 | |
| Grid RCNNAccepted By=CVPR2019, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 30.7 | 10.4 | 80.5 | 61.5 | 0 | 39.7 | 46.3 | 0 | 28.4 | 56.3 | 1.3 | 34.1 | 10.2 | |
| DINOAccepted By=ICLR2023, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 30 | 13.2 | 59 | 64.1 | 0 | 33.8 | 59 | 0.8 | 28.4 | 51.4 | 7.7 | 2.5 | 39.8 | |
| ATSSAccepted By=CVPR2020, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 29.5 | 31.7 | 54.6 | 37.7 | 0 | 33 | 56 | 0 | 30.1 | 57.2 | 3.4 | 18.1 | 32.3 | |
| TridentNetAccepted By=ICCV2019, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 27.9 | 0 | 66.8 | 52.3 | 0 | 19.1 | 54.4 | 0 | 44.6 | 61.2 | 2.6 | 33.4 | 0 | |
| Cascade RCNNAccepted By=TPAMI2021, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 27.5 | 24.8 | 61.6 | 55.1 | 0 | 28.3 | 58.7 | 0 | 26.4 | 51.5 | 0.4 | 21.7 | 1.5 | |
| Faster RCNNAccepted By=TPAMI2017, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 27 | 9.8 | 64.9 | 42.8 | 0 | 32.1 | 62 | 0 | 36.6 | 52.2 | 0.7 | 20.8 | 2.2 | |
| SELSAAccepted By=ICCV2019, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 26.3 | 19.9 | 65.1 | 34.3 | 0.2 | 7.3 | 52.3 | 0.6 | 46.5 | 71 | 0 | 1.6 | 17.3 | |
| Libra RCNNAccepted By=IJCV2021, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 25.8 | 32.7 | 47.9 | 52.4 | 0.2 | 33.6 | 43 | 0 | 29.9 | 47.9 | 0.1 | 13.8 | 8.9 | |
| DFFAccepted By=CVPR2017, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 24.6 | 21.2 | 67.1 | 23.8 | 0 | 6.7 | 36.4 | 3.1 | 41.6 | 65.4 | 0 | 0.7 | 28.9 | |
| FGFAAccepted By=ICCV2017, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 24.5 | 12.6 | 69.3 | 34.5 | 2.2 | 5.1 | 42.1 | 1.3 | 42 | 68.7 | 0 | 0.7 | 15.9 | |
| RetinaNetAccepted By=TPAMI2021, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 22.8 | 9.1 | 58.1 | 42 | 0 | 24 | 49.2 | 0 | 23.3 | 48.8 | 8.5 | 10.5 | 0.3 | |
| FCOSAccepted By=ICCV2019, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 21.9 | 9.6 | 37.6 | 36.8 | 0 | 27.6 | 43.3 | 0 | 25.6 | 52.7 | 5.9 | 12.5 | 11.8 | |
| Temporal RoI AlignAccepted By=AAAI2021, Feature Extraction=ResNet50+FPN, MHF (ours)=false2026.06 | 17.4 | 6.3 | 44.3 | 22.6 | 0.1 | 3.4 | 35.4 | 4.6 | 33.4 | 55.3 | 0.1 | 0 | 3.1 |