Image Classification on ImageNet ES
87.85Top-1 AccMVP
Evaluation Results
| Method | Links | |
|---|---|---|
| MVPAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 87.85 | |
| CoOpwith Lens=true, Backbone=ViT-B/162025.12 | 84.9 | |
| TDAwith Lens=true, Backbone=ViT-B/162025.12 | 84.8 | |
| ZEROwith Lens=true, Backbone=ViT-B/162025.12 | 84.8 | |
| PromptAlignwith Lens=true, Backbone=ViT-B/162025.12 | 84.75 | |
| MTAwith Lens=true, Backbone=ViT-B/162025.12 | 84.7 | |
| C-TPTwith Lens=true, Backbone=ViT-B/162025.12 | 84.55 | |
| O-TPTwith Lens=true, Backbone=ViT-B/162025.12 | 84.5 | |
| TPTwith Lens=true, Backbone=ViT-B/162025.12 | 84.45 | |
| MaPLewith Lens=true, Backbone=ViT-B/162025.12 | 84.4 | |
| CLIPwith Lens=true, Backbone=ViT-B/162025.12 | 82.45 | |
| TDAAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 58.17 | |
| TDAAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 57.29 | |
| ZEROAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 57.05 | |
| ZEROAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 56.77 | |
| MTAAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 56.56 | |
| TPTAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 55.66 | |
| PromptAlignAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 55.45 | |
| MTAAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 54.64 | |
| C-TPTAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 53.55 | |
| O-TPTAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 52.7 | |
| MaPLeAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 52.57 | |
| CoOpAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 51.82 | |
| PromptAlignAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 50.27 | |
| TPTAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 49.66 | |
| CLIPAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 48.98 | |
| C-TPTAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 45.92 | |
| O-TPTAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 44.56 |