Object Detection on AI-TOD 1.0 (test)
31.9APDRMNet
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DRMNetBackbone=DarkNet-532025.12 | 31.9 | 38.2 | 23.6 | 44 | 52.3 | 25.7 | 33.2 | 16.5 | 7.2 | 65 | 26.4 | 13.3 | 32 | 39.8 | 41.6 | |
| BAFNetBackbone=ResNet-502025.12 | 30.5 | 34.5 | 22.7 | 39.4 | 68.1 | 29.3 | 28.1 | 14.9 | 6.9 | 59.8 | 26.6 | 16.6 | 31.3 | 35.1 | 40.5 | |
| YOLOv11-MBackbone=DarkNet-532025.12 | 30.5 | 33 | 23.5 | 35.4 | 63.2 | 21.4 | 22.3 | 12.1 | 6.7 | 63.5 | 25 | 10.3 | 29.7 | 40.5 | 45.5 | |
| CAFENet-MBackbone=ResNet-502025.12 | 30.2 | 39.7 | 22.8 | 43.7 | 50.6 | 24.6 | 34.9 | 17.1 | 8.9 | 63.7 | 25 | 12.8 | 30.3 | 36.7 | 41.9 | |
| YOLOv8-MBackbone=DarkNet-532025.12 | 30.1 | 32.8 | 22 | 38.5 | 62.7 | 20.5 | 23 | 12.5 | 4.7 | 62.1 | 24.3 | 10.6 | 28.4 | 40.2 | 46.5 | |
| YOLOv12-MBackbone=DarkNet-532025.12 | 26.3 | 28.4 | 17.2 | 36.5 | 43.2 | 17.4 | 25.2 | 11.4 | 8 | 56.4 | 20.4 | 7.9 | 24.6 | 35.2 | 40.5 | |
| DNTRBackbone=ResNet-502025.12 | 26.2 | — | — | — | — | — | — | — | — | 56.7 | 20.2 | 12.8 | 26.4 | 31 | 37 | |
| MENetBackbone=Swin-T2025.12 | 23.2 | 27.5 | 16.4 | 37.4 | 42.1 | 18.8 | 24.9 | 10.2 | 8.2 | 56.2 | 15 | 9.7 | 23.9 | 25.3 | 34.4 | |
| DetectorRS w/RFLABackbone=ResNet-502025.12 | 23 | 27.6 | 17.1 | 36.8 | 44.8 | 15.5 | 24.7 | 11.3 | 5.8 | 52.8 | 16.4 | 8.8 | 23.1 | 28.3 | 36.9 | |
| FSANetBackbone=Swin-T2025.12 | 22.6 | 30.9 | 15.1 | 35 | 40.3 | 19.8 | 24.9 | 8.9 | 5.6 | 52.8 | 15.6 | 7.4 | 21.6 | 29.1 | 38.5 | |
| KLDNetBackbone=ResNet-502025.12 | 19.6 | 13.6 | 18.7 | 35.7 | 42.3 | 5.2 | 24.9 | 9.3 | 6.7 | — | — | 8.4 | 20.6 | 22.7 | 26.4 | |
| LTDNetBackbone=ResNet-502025.12 | 18 | 15.1 | 16.9 | 29.4 | 36 | 10.8 | 23.5 | 7.9 | 4.6 | 46.3 | 10.2 | 6.1 | 18.8 | 21.9 | 26.1 | |
| TOODBackbone=ResNet-502025.12 | 14.9 | 22.2 | 5.3 | 28.9 | 27.9 | 9.1 | 18.6 | 7 | 0.5 | 34.7 | 10.6 | 3.3 | 12.8 | 21.7 | 33.1 | |
| M-CenterNetBackbone=DLA-342025.12 | 14.5 | 18.6 | 10.6 | 27.6 | 22.3 | 7.5 | 18.6 | 9.2 | 2 | 40.7 | 6.4 | 6.1 | 15 | 19.4 | 20.4 | |
| AutoAssignBackbone=ResNet-502025.12 | 13.4 | 14.7 | 10.7 | 25.5 | 26.4 | 4.1 | 16.5 | 6 | 3 | 36.2 | 6.9 | 3.5 | 13.5 | 17 | 24.9 | |
| YOLOv3Backbone=DarkNet-532025.12 | 12.3 | 19.1 | 9.7 | 21.7 | 20.9 | 4.7 | 14.5 | 5.2 | 2.7 | 35.3 | 5.6 | 3.2 | 12 | 18.5 | 24.2 | |
| Mask R-CNNBackbone=ResNet-502025.12 | 10.1 | 20 | 1.9 | 17.4 | 18.6 | 8 | 10.9 | 3.8 | 0 | 22.7 | 7.6 | 0 | 5.8 | 22.1 | 32.6 | |
| FCOSBackbone=ResNet-502025.12 | 9.8 | 17.2 | 1.6 | 21.2 | 19.8 | 0.8 | 13.3 | 4.9 | 0 | 24.1 | 6.2 | 1.2 | 7.8 | 16.1 | 27.2 | |
| Faster R-CNNBackbone=ResNet-502025.12 | 9.7 | 19.6 | 1.4 | 17.3 | 17.4 | 7.9 | 10.4 | 3.6 | 0 | 22.1 | 6.8 | 0 | 5.2 | 21.7 | 32.5 | |
| PAFPNBackbone=ResNet-502025.12 | 9.7 | 19.8 | 1.4 | 17 | 17.5 | 7.7 | 10.4 | 3.7 | 0 | 22.2 | 6.8 | 0 | 5.4 | 21.6 | 32.5 | |
| ATSSBackbone=ResNet-502025.12 | 8.9 | 0.5 | 9.8 | 16.8 | 26.4 | 0.6 | 12 | 4 | 1.2 | 22.5 | 5.3 | 2.1 | 10.1 | 11.4 | 15 | |
| FoveaBoxBackbone=ResNet-502025.12 | 8.5 | 14.7 | 0 | 19.2 | 17.7 | 0 | 12.4 | 4.2 | 0 | 20.6 | 5.7 | 0.9 | 6.1 | 14.1 | 27.2 | |
| CenterNetBackbone=ResNet-182025.12 | 8.2 | 12.8 | 2 | 15.3 | 15.9 | 1.7 | 11.7 | 4.6 | 1.5 | 24.3 | 3.4 | 1.3 | 6.9 | 12.9 | 22.3 | |
| RepPointsBackbone=ResNet-502025.12 | 5.2 | 0 | 0 | 12.7 | 16.1 | 0 | 10.6 | 2.4 | 0 | 15.2 | 2.2 | 1.3 | 5.4 | 7.5 | 13.7 |