Object Detection on DIOR (Few-Shot Evaluation)
18.3nAP (1-shot)FSOD-VFM-L
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FSOD-VFM-LFine-Tuned Novel=false2026.02 | 18.3 | 23.5 | 22.5 | |
| CD-ViTOFine-Tuned Novel=true2026.02 | 17.8 | 26.9 | 30.8 | |
| FSOD-VFM-BFine-Tuned Novel=false2026.02 | 16 | 20 | 19.8 | |
| No-Time-To-TrainFine-Tuned Novel=false2026.02 | 14.9 | 18.5 | 16.4 | |
| DE-ViT-FTFine-Tuned Novel=true2026.02 | 14.7 | 23.4 | 25.6 | |
| ViTDeT-FTFine-Tuned Novel=true2026.02 | 12.9 | 23.3 | 29.4 | |
| Distill-cdfsdFine-Tuned Novel=true2026.02 | 10.5 | 19.1 | 26.5 | |
| DeFRCNFine-Tuned Novel=true2026.02 | 9.3 | 18.9 | 22.9 | |
| FSCEFine-Tuned Novel=true2026.02 | 8.6 | 18.7 | 21.9 | |
| TFA w/cosFine-Tuned Novel=true2026.02 | 8 | 18.1 | 20.5 | |
| Meta-RCNNFine-Tuned Novel=false2026.02 | 7.8 | 17.7 | 20.6 | |
| Detic-FTFine-Tuned Novel=true2026.02 | 4.1 | 12.1 | 15.4 | |
| DE-ViTFine-Tuned Novel=false2026.02 | 2.7 | 7.8 | 8.4 | |
| DeticFine-Tuned Novel=false2026.02 | 0.1 | 0.1 | 0.1 |