Image Classification on ImageNet-ES-Diverse
67.28Top-1 AccMVP
Evaluation Results
| Method | Links | |
|---|---|---|
| MVPAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 67.28 | |
| CoOpwith Lens=true, Backbone=ViT-B/162025.12 | 65.15 | |
| MTAwith Lens=true, Backbone=ViT-B/162025.12 | 65.08 | |
| TPTwith Lens=true, Backbone=ViT-B/162025.12 | 64.9 | |
| PromptAlignwith Lens=true, Backbone=ViT-B/162025.12 | 64.9 | |
| TDAwith Lens=true, Backbone=ViT-B/162025.12 | 64.85 | |
| C-TPTwith Lens=true, Backbone=ViT-B/162025.12 | 64.72 | |
| MaPLewith Lens=true, Backbone=ViT-B/162025.12 | 64.68 | |
| ZEROwith Lens=true, Backbone=ViT-B/162025.12 | 64.67 | |
| O-TPTwith Lens=true, Backbone=ViT-B/162025.12 | 64.63 | |
| CLIPwith Lens=true, Backbone=ViT-B/162025.12 | 61.13 | |
| MTAAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 41.7 | |
| PromptAlignAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 41.51 | |
| MTAAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 41.33 | |
| TPTAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 41.2 | |
| PromptAlignAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 41.04 | |
| TDAAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 40.83 | |
| TPTAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 40.82 | |
| TDAAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 40.78 | |
| CoOpAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 40.47 | |
| ZEROAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 39.91 | |
| C-TPTAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 39.88 | |
| ZEROAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 39.8 | |
| MaPLeAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 39.47 | |
| O-TPTAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 39.14 | |
| C-TPTAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 39.09 | |
| O-TPTAE + Photo Aug.*=true, Backbone=ViT-B/162025.12 | 38.47 | |
| CLIPAuto Exposure (AE)=true, Backbone=ViT-B/162025.12 | 37.65 |