Image Classification on Average across datasets
89.05Base Score2SFS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 89.05 | 79.64 | 84.08 | |
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 89.05 | 79.64 | 84.08 | |
| 2SFSVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 88.28 | 82.24 | 83.66 | |
| MMAVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 86.3 | 80.73 | 81.54 | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 85.7 | 79.06 | 82.25 | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 85.7 | 79.06 | 82.25 | |
| 2SFSBackbone=ViT-B/32, Shots=162025.03 | 82.32 | 71.23 | 76.37 | |
| MMABackbone=ViT-B/32, Shots=162025.03 | 78.69 | 71.04 | 74.67 | |
| CLIPBackbone=ViT-L/14, Shots=162025.03 | 76.18 | 80.08 | 78.08 | |
| CLIPVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 76.18 | 80.08 | 78.08 | |
| CLIPBackbone=ViT-L/14, Shots=Zero-shot2025.03 | 76.18 | 80.08 | 78.08 | |
| 2SFSBackbone=ViT-B/16, Shots=42025.03 | 75.68 | 70.53 | 73.01 | |
| MMABackbone=ViT-B/16, Shots=42025.03 | 75.14 | 70.37 | 72.67 | |
| CLIPBackbone=ViT-B/16, Shots=42025.03 | 69.34 | 74.22 | 71.7 | |
| CLIPBackbone=ViT-B/32, Shots=162025.03 | 67.27 | 71.68 | 69.41 |