Object Detection on UODD one-shot 14 (test)
11.8nAP (1-shot)FSOD-VFM-L
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FSOD-VFM-LFine-Tuned Novel=false2026.02 | 11.8 | — | 17.3 | 17.5 | |
| No-Time-To-TrainFine-Tuned Novel=false2026.02 | 10 | — | 20.2 | 16 | |
| FSOD-VFM-BFine-Tuned Novel=false2026.02 | 9.1 | — | 16 | 17.3 | |
| Distill-cdfsdFine-Tuned Novel=true2026.02 | 5.9 | — | 12.2 | 14.5 | |
| DeFRCNFine-Tuned Novel=true2026.02 | 4.5 | — | 9.9 | 12.1 | |
| TFA w/cosFine-Tuned Novel=true2026.02 | 4.4 | — | 8.7 | 11.8 | |
| Detic-FTFine-Tuned Novel=true2026.02 | 4.2 | — | 10.4 | 14.4 | |
| ViTDeT-FTFine-Tuned Novel=true2026.02 | 4 | — | 11.1 | 15.6 | |
| FSCEFine-Tuned Novel=true2026.02 | 3.9 | — | 9.6 | 12 | |
| Meta-RCNNFine-Tuned Novel=false2026.02 | 3.6 | — | 8.8 | 11.2 | |
| CD-ViTOFine-Tuned Novel=true2026.02 | 3.1 | — | 6.8 | 7 | |
| DE-ViT-FTFine-Tuned Novel=true2026.02 | 2.4 | — | 5 | 5.4 | |
| DE-ViTFine-Tuned Novel=false2026.02 | 1.5 | — | 3.1 | 3.1 | |
| DeticFine-Tuned Novel=false2026.02 | 0 | — | 0 | 0 | |
| CD-ViTOTraining=fine-tuned2026.02 | — | 3.1 | — | — | |
| DE-ViTTraining=training-free2026.02 | — | 1.5 | — | — | |
| DE-ViT-FTTraining=fine-tuned2026.02 | — | 2.4 | — | — | |
| DeFRCNTraining=fine-tuned2026.02 | — | 4.5 | — | — | |
| DeticTraining=training-free2026.02 | — | 0 | — | — | |
| Detic-FTTraining=fine-tuned2026.02 | — | 4.2 | — | — | |
| Distill-cdfsodTraining=fine-tuned2026.02 | — | 5.9 | — | — | |
| FSCETraining=fine-tuned2026.02 | — | 3.9 | — | — | |
| LAB-DetTraining=training-free2026.02 | — | 6.6 | — | — | |
| Meta-RCNNTraining=fine-tuned2026.02 | — | 3.6 | — | — | |
| TFA w/ cosTraining=fine-tuned2026.02 | — | 4.4 | — | — | |
| ViTDeT-FTTraining=fine-tuned2026.02 | — | 4 | — | — |