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ResearchFormerly WizWand

Fine-grained classification on Describable Textures Dataset (DTD)

55.4AccuracyC-TPT
7.14419.67232.244.728Oct 27, 2024Jan 29, 2025May 3, 2025Aug 5, 2025Nov 7, 2025Feb 9, 2026May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
C-TPTPre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.0455.40
TPTPre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.0455.10
R-TPTPre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.045438
MTAPre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.0453.427.2
CLIPPre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.0452.40
EnsemblePre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.0451.331.3
APMPre-trained on ImageNet=false2024.1048.9—
TPTPre-trained on ImageNet=false2024.1047.8—
MTABackbone=ViT-B/16, Epsilon (ε)=4/2552026.0546.516.2
R-TPTBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0546.432.8
CoCoOpPre-trained on ImageNet=true2024.1045.5—
EnsemblePre-trained on ImageNet=false2024.1045—
CLIPBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0544.40
CLIP-VIT-B/16Pre-trained on ImageNet=false2024.1044.3—
TTPBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0544.136
MTABackbone=ViT-B/32, Epsilon (ε)=4/2552026.0543.828.8
AGCBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0543.488.4
CLIPPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.04430
CLIPBackbone=ViT-B/32, Epsilon (ε)=4/2552026.05430
TTPBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0542.832.2
R-TPTPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.0442.129.1
R-TPTBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0542.129.1
CoOpPre-trained on ImageNet=true2024.1041.9—
EnsembleBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0541.731.9
R-TPTPre-trained Backbone=ResNet50, Perturbation budget (epsilon)=1.02025.0441.333.5
AGCBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0541.271.2
TTCBackbone=ViT-B/16, Epsilon (ε)=4/2552026.05414.5
CLIPPre-trained Backbone=ResNet50, Perturbation budget (epsilon)=1.02025.0440.40.8
EnsembleBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0539.630.1
APT+TeCoAPre-trained Backbone=ResNet50, Perturbation budget (epsilon)=1.02025.0439.239
TTCBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0537.34.7
APT+TeCoAPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.0435.233.7
FAREPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.0428.327.3
TeCoAPre-trained Backbone=ResNet50, Perturbation budget (epsilon)=1.02025.0426.226
TeCoAPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.0424.524
APTPre-trained Backbone=ResNet50, Perturbation budget (epsilon)=1.02025.0416.67.9
APTPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.0490.1