Classification on Describable Textures Dataset (DTD)
70.4AccuracyProposed
Evaluation results
| Method | Links | |
|---|---|---|
| ProposedShots=16, Venue=-2025.12 | 70.4 | |
| Weight RecyclingK (shots per class)=42026.05 | 62.04 | |
| NCCK (shots per class)=42026.05 | 61.54 | |
| Weight RecyclingK (shots per class)=22026.05 | 53.73 | |
| NCCK (shots per class)=22026.05 | 52.76 | |
| KNNK (shots per class)=42026.05 | 51.64 | |
| Weight RecyclingK (shots per class)=12026.05 | 47.36 | |
| LSA+OnZetaBackbone=ViT-B/162026.06 | 46.88 | |
| TPTBackbone=ViT-B/162026.06 | 46.35 | |
| LSABackbone=ViT-B/162026.06 | 45.85 | |
| CLIP baselineBackbone=ViT-B/162026.06 | 45.27 | |
| OnZetaBackbone=ViT-B/162026.06 | 45.02 | |
| LSA+OnZetaBackbone=ResNet-502026.06 | 44.81 | |
| LSABackbone=ResNet-502026.06 | 44.41 | |
| CLIPShots=0, Venue=ICML’222025.12 | 43.6 | |
| CLIP baselineBackbone=ResNet-502026.06 | 42.39 | |
| TPTBackbone=ResNet-502026.06 | 42.33 | |
| NCCK (shots per class)=12026.05 | 42.01 | |
| KNNK (shots per class)=12026.05 | 42.01 | |
| OnZetaBackbone=ResNet-502026.06 | 41.73 | |
| KNNK (shots per class)=22026.05 | 41.58 |