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ResearchFormerly WizWand

Zero-shot Image Classification on Average Zero-shot (15 datasets)

60.4Clean AccuracyWISE-FT
36.500842.705448.9155.1146Feb 12, 2026Feb 19, 2026Feb 26, 2026Mar 6, 2026Mar 13, 2026Mar 20, 2026Mar 28, 2026
Updated 7mo ago

Evaluation results

MethodLinks
WISE-FTBackbone=ViT-B/32, Pre-training Dataset=ImageNet, Evaluation Protocol=Zero-shot2026.0360.40
GRACEBackbone=ViT-B/32, Pre-training Dataset=ImageNet, Evaluation Protocol=Zero-shot2026.0359.6121.1
CLIPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.0359.310
FAREAveraged across 15 datasets=true, Zero-shot evaluation=true, Adversarial Attack=PGD-100 (epsilon = 1/255), Backbone=ViT-B/322026.0258.6817.88
TPGMBackbone=ViT-B/32, Pre-training Dataset=ImageNet, Evaluation Protocol=Zero-shot2026.0358.230
SPDBackbone=ViT-B/32, Pre-training Dataset=ImageNet, Evaluation Protocol=Zero-shot2026.0358.010
Vanilla FTBackbone=ViT-B/32, Pre-training Dataset=ImageNet, Evaluation Protocol=Zero-shot2026.0357.210
SAFT-MAveraged across 15 datasets=true, Zero-shot evaluation=true, Adversarial Attack=PGD-100 (epsilon = 1/255), Backbone=ViT-B/322026.0256.0133.78
SAFT-LAveraged across 15 datasets=true, Zero-shot evaluation=true, Adversarial Attack=PGD-100 (epsilon = 1/255), Backbone=ViT-B/322026.0255.2735.35
TGA-ZSRAveraged across 15 datasets=true, Zero-shot evaluation=true, Adversarial Attack=PGD-100 (epsilon = 1/255), Backbone=ViT-B/322026.0254.5831.5
FLYPBackbone=ViT-B/32, Pre-training Dataset=ImageNet, Evaluation Protocol=Zero-shot2026.0354.370
CLIPAveraged across 15 datasets=true, Zero-shot evaluation=true, Adversarial Attack=PGD-100 (epsilon = 1/255), Backbone=ViT-B/322026.0252.726.62
PMG-AFTBackbone=ViT-B/32, Pre-training Dataset=ImageNet, Evaluation Protocol=Zero-shot2026.0345.1822
FAREBackbone=ViT-B/32, Pre-training Dataset=ImageNet, Evaluation Protocol=Zero-shot2026.0344.6619.01
LAATBackbone=ViT-B/32, Pre-training Dataset=ImageNet, Evaluation Protocol=Zero-shot2026.0343.4619.58
TeCoAAveraged across 15 datasets=true, Zero-shot evaluation=true, Adversarial Attack=PGD-100 (epsilon = 1/255), Backbone=ViT-B/322026.0243.0826
TeCoABackbone=ViT-B/32, Pre-training Dataset=ImageNet, Evaluation Protocol=Zero-shot2026.0338.7520.78
PMG-AFTAveraged across 15 datasets=true, Zero-shot evaluation=true, Adversarial Attack=PGD-100 (epsilon = 1/255), Backbone=ViT-B/322026.0237.4227.54