Classification on 11 natural domain benchmarks average (test)
78.5Average Classification AccuracyCLIP-SVD
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP-SVDK (shots)=16, Backbone=ViT-B/322025.09 | 78.5 | |
| Tip-Adapter-FK (shots)=16, Backbone=ViT-B/322025.09 | 77.1 | |
| ProGradK (shots)=16, Backbone=ViT-B/322025.09 | 75.9 | |
| CLIP-SVDK (shots)=8, Backbone=ViT-B/322025.09 | 75.8 | |
| CoOpK (shots)=16, Backbone=ViT-B/322025.09 | 74.7 | |
| MaPLeK (shots)=16, Backbone=ViT-B/322025.09 | 74.1 | |
| Tip-Adapter-FK (shots)=8, Backbone=ViT-B/322025.09 | 74.1 | |
| CLIP-SVDK (shots)=4, Backbone=ViT-B/322025.09 | 73.4 | |
| ProGradK (shots)=8, Backbone=ViT-B/322025.09 | 73.2 | |
| CoOpK (shots)=8, Backbone=ViT-B/322025.09 | 72.2 | |
| KgCoOpK (shots)=16, Backbone=ViT-B/322025.09 | 72.1 | |
| MaPLeK (shots)=8, Backbone=ViT-B/322025.09 | 71.6 | |
| CLIP-AdapterK (shots)=16, Backbone=ViT-B/322025.09 | 71.6 | |
| Tip-Adapter-FK (shots)=4, Backbone=ViT-B/322025.09 | 71.6 | |
| CLIP-SVDK (shots)=2, Backbone=ViT-B/322025.09 | 71 | |
| CoCoOpK (shots)=16, Backbone=ViT-B/322025.09 | 70.7 | |
| KgCoOpK (shots)=8, Backbone=ViT-B/322025.09 | 70.5 | |
| ProGradK (shots)=4, Backbone=ViT-B/322025.09 | 69.8 | |
| Tip-Adapter-FK (shots)=2, Backbone=ViT-B/322025.09 | 69.2 | |
| MaPLeK (shots)=4, Backbone=ViT-B/322025.09 | 68.7 | |
| CoOpK (shots)=4, Backbone=ViT-B/322025.09 | 68.6 | |
| KgCoOpK (shots)=4, Backbone=ViT-B/322025.09 | 68.4 | |
| CoCoOpK (shots)=8, Backbone=ViT-B/322025.09 | 68.1 | |
| CLIP-SVDK (shots)=1, Backbone=ViT-B/322025.09 | 67.7 | |
| CLIP-AdapterK (shots)=8, Backbone=ViT-B/322025.09 | 67.6 | |
| ProGradK (shots)=2, Backbone=ViT-B/322025.09 | 67.1 | |
| CoCoOpK (shots)=4, Backbone=ViT-B/322025.09 | 66.7 | |
| KgCoOpK (shots)=2, Backbone=ViT-B/322025.09 | 66.6 | |
| Tip-Adapter-FK (shots)=1, Backbone=ViT-B/322025.09 | 66.5 | |
| CoOpK (shots)=2, Backbone=ViT-B/322025.09 | 65.3 | |
| MaPLeK (shots)=2, Backbone=ViT-B/322025.09 | 65.2 | |
| KgCoOpK (shots)=1, Backbone=ViT-B/322025.09 | 64.9 | |
| CoCoOpK (shots)=2, Backbone=ViT-B/322025.09 | 64.8 | |
| ProGradK (shots)=1, Backbone=ViT-B/322025.09 | 64.7 | |
| CLIP-AdapterK (shots)=4, Backbone=ViT-B/322025.09 | 64.3 | |
| CLIP-AdapterK (shots)=2, Backbone=ViT-B/322025.09 | 63.5 | |
| CoCoOpK (shots)=1, Backbone=ViT-B/322025.09 | 63.1 | |
| CoOpK (shots)=1, Backbone=ViT-B/322025.09 | 62.8 | |
| CLIP-AdapterK (shots)=1, Backbone=ViT-B/322025.09 | 62.5 | |
| Zero-shot CLIPK (shots)=4, Backbone=ViT-B/322025.09 | 61.8 | |
| MaPLeK (shots)=1, Backbone=ViT-B/322025.09 | 61.5 |