Few-shot classification on Aircraft, DTD, EuroSAT, SUN397, StanfordCars
77.8Adaptation ScoreCLIP-LoRA + FMA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIP-LoRA + FMABackbone=ViT-B/16, Step size (h)=0.12025.10 | 77.8 | 46.7 | 58.4 | |
| CLIP-LoRABackbone=ViT-B/162025.10 | 76.1 | 45.7 | 57.1 | |
| CoOp + FMABackbone=ViT-B/16, Step size (h)=0.12025.10 | 74 | 44.5 | 55.6 | |
| CoOpBackbone=ViT-B/162025.10 | 71.4 | 44.5 | 54.8 | |
| CLIP + FMABackbone=ViT-B/16, Step size (h)=0.12025.10 | 68.9 | 49.4 | 57.5 | |
| CoCoOp + FMABackbone=ViT-B/16, Step size (h)=0.12025.10 | 68.5 | 50.6 | 58.2 | |
| CLIP-Adapter + FMABackbone=ViT-B/16, Step size (h)=0.12025.10 | 67.9 | 47.7 | 56 | |
| CoCoOpBackbone=ViT-B/162025.10 | 64.1 | 49.5 | 55.9 | |
| CLIP-AdapterBackbone=ViT-B/162025.10 | 62.4 | 47 | 53.6 | |
| CLIPBackbone=ViT-B/162025.10 | 48.9 | 49 | 48.9 |