Image Classification on FGVC Aircraft Air
66.5Accuracy2SFS LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| 2SFS LoRABackbone=ViT-L/14, Shots (k=16)=16, Evaluation Protocol=all-to-all2025.03 | 66.5 | — | |
| 2SFS LoRABackbone=ViT-B/16, Shots (k=16)=16, Evaluation Protocol=all-to-all2025.03 | 54.6 | — | |
| ProposedShots=16, Venue=-2025.12 | 45.3 | — | |
| 2SFS LoRABackbone=ViT-B/32, Shots (k=16)=16, Evaluation Protocol=all-to-all2025.03 | 44.4 | — | |
| ProposedShots=8, Venue=-2025.12 | 39.7 | — | |
| ProposedShots=4, Venue=-2025.12 | 32.7 | — | |
| ProposedShots=2, Venue=-2025.12 | 29.8 | — | |
| ProposedShots=1, Venue=-2025.12 | 27.2 | — | |
| C-TPTBackbone=CLIP-ViTB/162025.03 | 24.85 | 4.36 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP-ViTB/162025.03 | 23.94 | 6.21 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP-ViTB/162025.03 | 23.91 | 4.43 | |
| Zero ShotBackbone=CLIP-ViTB/162025.03 | 23.9 | 5.11 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP-ViTB/162025.03 | 23.88 | 4.31 | |
| O-TPTBackbone=CLIP-ViTB/162025.03 | 23.64 | 3.68 | |
| TPTBackbone=CLIP-ViTB/162025.03 | 23.4 | 16.8 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP RN502025.03 | 17.01 | 10.85 | |
| TPTBackbone=CLIP RN502025.03 | 17 | 16.1 | |
| C-TPTBackbone=CLIP RN502025.03 | 17 | 10.7 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP RN502025.03 | 16.83 | 5.6 | |
| O-TPTBackbone=CLIP RN502025.03 | 16.77 | 8.18 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP RN502025.03 | 16.71 | 7.21 | |
| Zero ShotBackbone=CLIP RN502025.03 | 15.6 | 6.45 | |
| CLIPShots=0, Venue=ICML’222025.12 | 15.3 | — |