Few-Shot Object Detection on NWPU VHR-10 (test)
63.9mAP (3-shot)LMP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LMPTraining Setting=CD-FSOD, Backbone=Swin-B2026.02 | 63.9 | 65.3 | 66.4 | 70.4 | 66.5 | |
| Domain-RAGTraining Setting=RS-FSOD, Backbone=ResNet-502026.02 | 59.99 | 65.78 | 72.87 | 84.05 | 70.67 | |
| Domain-RAGTraining Setting=CD-FSOD, Backbone=Swin-B2026.02 | 58.2 | 62.1 | 66.6 | 69.7 | 64.2 | |
| SAE-FSDetTraining Setting=RS-FSOD, Backbone=ResNet-502026.02 | 57.96 | 59.4 | 71.02 | 85.08 | 68.36 | |
| GroundingDINOTraining Setting=CD-FSOD, Backbone=Swin-B2026.02 | 57.1 | 61.3 | 65.1 | 69.5 | 63.3 | |
| P-CNNTraining Setting=RS-FSOD, Backbone=ResNet-502026.02 | 41.8 | 49.17 | 63.29 | 66.83 | 55.27 | |
| FSCETraining Setting=RS-FSOD, Backbone=ResNet-502026.02 | 41.63 | 48.8 | 59.97 | 79.6 | 57.5 | |
| FsDetViewTraining Setting=RS-FSOD, Backbone=ResNet-502026.02 | 24.56 | 29.55 | 31.77 | 32.73 | 29.65 | |
| Meta-RCNNTraining Setting=RS-FSOD, Backbone=ResNet-502026.02 | 20.51 | 21.77 | 26.98 | 28.24 | 24.38 | |
| TFA w/cosTraining Setting=RS-FSOD, Backbone=ResNet-502026.02 | 16.17 | 20.49 | 21.22 | 21.57 | 19.86 | |
| VFATraining Setting=RS-FSOD, Backbone=ResNet-502026.02 | 13.14 | 15.08 | 13.89 | 20.18 | 15.57 | |
| FSODTraining Setting=RS-FSOD, Backbone=ResNet-502026.02 | 10.95 | 15.13 | 16.23 | 17.11 | 14.86 | |
| ICPETraining Setting=RS-FSOD, Backbone=ResNet-502026.02 | 6.1 | 9.1 | 12 | 12.2 | 9.85 |