Cross-domain Few-shot Classification on Meta-dataset 50 (test)
99.4Omniglot AccuracyCLIP-LoRA + VtT
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIP-LoRA + VtTShots=5-shot, Backbone=ViT-B/162026.03 | 99.4 | 96.73 | 86.67 | 91.06 | 97.83 | 90.11 | 87.63 | 99.51 | 84.18 | 99.2 | 93.22 | |
| CLIP-LoRAShots=5-shot, Backbone=ViT-B/162026.03 | 98.78 | 94.5 | 86.61 | 90.66 | 96.6 | 89.33 | 87.44 | 99.29 | 82.68 | 99.1 | 92.49 | |
| PromptMarginShots=5-shot, Backbone=ViT-B/162026.03 | 96.37 | 87.55 | 76.68 | 88.71 | 97.12 | 85.21 | 86.53 | 99.27 | 80.91 | 99.19 | 89.75 | |
| MaPLeShots=5-shot, Backbone=ViT-B/162026.03 | 96.23 | 85.21 | 75.13 | 88.45 | 97.65 | 85.08 | 87.56 | 99.23 | 79.69 | 99.39 | 89.06 | |
| WiSE-FTShots=5-shot, Backbone=ViT-B/162026.03 | 95.26 | 78.11 | 81.08 | 83.31 | 93.41 | 82.78 | 77.66 | 99.06 | 73.28 | 98.44 | 86.24 | |
| CLIP-LoRA + VtTShots=1-shot, Backbone=ViT-B/162026.03 | 95.01 | 85.4 | 83.89 | 86.27 | 95.97 | 82.37 | 84.02 | 97.94 | 66.68 | 98.99 | 87.64 | |
| FD-AlignShots=5-shot, Backbone=ViT-B/162026.03 | 94.81 | 73.39 | 81.37 | 83.6 | 93.87 | 82.78 | 78.21 | 98.95 | 73.69 | 98.52 | 85.91 | |
| CLIP-LoRAShots=1-shot, Backbone=ViT-B/162026.03 | 90.29 | 78.45 | 83.45 | 84.75 | 93.9 | 76.08 | 80.83 | 97.57 | 64.59 | 98.97 | 84.88 | |
| PromptMarginShots=1-shot, Backbone=ViT-B/162026.03 | 87.01 | 67.24 | 72.86 | 69.25 | 96.97 | 74.84 | 83.94 | 98.43 | 61.16 | 99.17 | 81.08 | |
| FD-AlignShots=1-shot, Backbone=ViT-B/162026.03 | 83.81 | 57.32 | 65.91 | 66.05 | 82.88 | 64.49 | 62.9 | 79.87 | 57.05 | 95.04 | 71.53 | |
| WiSE-FTShots=1-shot, Backbone=ViT-B/162026.03 | 83.56 | 60.84 | 67.28 | 63.55 | 81.16 | 62.54 | 62.64 | 73.14 | 59.1 | 93.55 | 70.73 | |
| MaPLeShots=1-shot, Backbone=ViT-B/162026.03 | 77.82 | 56.45 | 68.55 | 66.05 | 94.08 | 72.54 | 79.76 | 98.24 | 55.85 | 97.17 | 76.65 |