Image Classification on ImageNet Out-of-Distribution Variants Cross-domain
65.7Top-1 Acc (ImageNet-V2)VACSR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VACSRBackbone=CLIP ViT-B/162026.05 | 65.7 | 49.7 | 52.4 | 78.4 | 61.6 | |
| CLIPOODBackbone=CLIP ViT-B/162026.05 | 64.9 | 49.3 | 50.4 | 77.2 | 60.4 | |
| MMRLBackbone=CLIP ViT-B/162026.05 | 64.5 | 49.2 | 51.2 | 77.5 | 60.6 | |
| CoPromptBackbone=CLIP ViT-B/162026.05 | 64.3 | 49.4 | 50.5 | 77.5 | 60.4 | |
| MMABackbone=CLIP ViT-B/162026.05 | 64.3 | 49.1 | 51.1 | 77.3 | 60.5 | |
| CoOpBackbone=ViT/B-162023.04 | 64.2 | 48 | 49.7 | 75.2 | 59.3 | |
| VPTBackbone=ViT/B-162023.04 | 64.2 | 49.2 | 51.3 | 77 | 60.4 | |
| CoCoOpBackbone=ViT/B-162023.04 | 64.1 | 48.8 | 50.6 | 76.2 | 59.9 | |
| MaPLeBackbone=ViT/B-162023.04 | 64.1 | 49.2 | 50.9 | 77 | 60.3 | |
| COCOOPBackbone=CLIP ViT-B/162026.05 | 64.1 | 48.8 | 50.6 | 76.2 | 59.9 | |
| MaPLeBackbone=CLIP ViT-B/162026.05 | 64.1 | 49.2 | 50.9 | 77 | 60.3 | |
| LASPBackbone=ViT/B-162023.04 | 63.8 | 49 | 50.7 | 77.1 | 60.1 | |
| POMPBackbone=ViT/B-162023.04 | 63.8 | 49.8 | 51.6 | 77.9 | 60.8 | |
| hard promptBackbone=ViT/B-162023.04 | 60.9 | 46.1 | 47.8 | 74 | 57.2 | |
| ZERO-SHOTBackbone=CLIP ViT-B/162026.05 | 60.8 | 46.1 | 47.8 | 74 | 57.2 |