Object Detection on NEU-DET one-shot
16nAP (5-shot)Distill-cdfsd
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Distill-cdfsdFine-Tuned Novel=true2026.02 | 16 | — | — | 21.1 | |
| Detic-FTFine-Tuned Novel=true2026.02 | 14.1 | — | 3.8 | 16.8 | |
| ViTDeT-FTFine-Tuned Novel=true2026.02 | 13.5 | — | 2.4 | 15.8 | |
| CD-ViTOFine-Tuned Novel=true2026.02 | 11.4 | — | 3.6 | 12.8 | |
| DE-ViT-FTFine-Tuned Novel=true2026.02 | 7.8 | — | 0.6 | 8.8 | |
| FSOD-VFM-LFine-Tuned Novel=false2026.02 | 7.4 | — | 5.9 | 7.2 | |
| FSOD-VFM-BFine-Tuned Novel=false2026.02 | 5.7 | — | 6.1 | 5.8 | |
| No-Time-To-TrainFine-Tuned Novel=false2026.02 | 5.2 | — | 5.5 | 5.5 | |
| DE-ViTFine-Tuned Novel=false2026.02 | 1.5 | — | 0.4 | 1.8 | |
| DeticFine-Tuned Novel=false2026.02 | 0 | — | 0 | 0 | |
| CD-ViTOTraining=fine-tuned2026.02 | — | 3.6 | — | — | |
| DE-ViTTraining=training-free2026.02 | — | 0.4 | — | — | |
| DE-ViT-FTTraining=fine-tuned2026.02 | — | 0.6 | — | — | |
| DeticTraining=training-free2026.02 | — | 0 | — | — | |
| Detic-FTTraining=fine-tuned2026.02 | — | 3.8 | — | — | |
| LAB-DetTraining=training-free2026.02 | — | 9 | — | — | |
| ViTDeT-FTTraining=fine-tuned2026.02 | — | 2.4 | — | — |