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ResearchFormerly WizWand

Image Classification on ImageNet-ES-Diverse

67.28Top-1 AccMVP
36.464844.464952.46560.4651Dec 14, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MVPAE + Photo Aug.*=true, Backbone=ViT-B/162025.1267.28
CoOpwith Lens=true, Backbone=ViT-B/162025.1265.15
MTAwith Lens=true, Backbone=ViT-B/162025.1265.08
TPTwith Lens=true, Backbone=ViT-B/162025.1264.9
PromptAlignwith Lens=true, Backbone=ViT-B/162025.1264.9
TDAwith Lens=true, Backbone=ViT-B/162025.1264.85
C-TPTwith Lens=true, Backbone=ViT-B/162025.1264.72
MaPLewith Lens=true, Backbone=ViT-B/162025.1264.68
ZEROwith Lens=true, Backbone=ViT-B/162025.1264.67
O-TPTwith Lens=true, Backbone=ViT-B/162025.1264.63
CLIPwith Lens=true, Backbone=ViT-B/162025.1261.13
MTAAuto Exposure (AE)=true, Backbone=ViT-B/162025.1241.7
PromptAlignAuto Exposure (AE)=true, Backbone=ViT-B/162025.1241.51
MTAAE + Photo Aug.*=true, Backbone=ViT-B/162025.1241.33
TPTAuto Exposure (AE)=true, Backbone=ViT-B/162025.1241.2
PromptAlignAE + Photo Aug.*=true, Backbone=ViT-B/162025.1241.04
TDAAE + Photo Aug.*=true, Backbone=ViT-B/162025.1240.83
TPTAE + Photo Aug.*=true, Backbone=ViT-B/162025.1240.82
TDAAuto Exposure (AE)=true, Backbone=ViT-B/162025.1240.78
CoOpAuto Exposure (AE)=true, Backbone=ViT-B/162025.1240.47
ZEROAuto Exposure (AE)=true, Backbone=ViT-B/162025.1239.91
C-TPTAuto Exposure (AE)=true, Backbone=ViT-B/162025.1239.88
ZEROAE + Photo Aug.*=true, Backbone=ViT-B/162025.1239.8
MaPLeAuto Exposure (AE)=true, Backbone=ViT-B/162025.1239.47
O-TPTAuto Exposure (AE)=true, Backbone=ViT-B/162025.1239.14
C-TPTAE + Photo Aug.*=true, Backbone=ViT-B/162025.1239.09
O-TPTAE + Photo Aug.*=true, Backbone=ViT-B/162025.1238.47
CLIPAuto Exposure (AE)=true, Backbone=ViT-B/162025.1237.65