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ResearchFormerly WizWand

Image Classification on Oxford Flowers 102 (Accuracy and ECE)

99.61AccuracyFull Fine-tuning
22.743642.699362.65582.6107Apr 27, 2026May 6, 2026May 15, 2026May 25, 2026Jun 3, 2026Jun 12, 2026Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Full Fine-tuningBackbone=ViT-L/16, Pre-trained=ImageNet12K2026.0499.61——
BaLoRABackbone=ViT-L/16, Pre-trained=ImageNet12K2026.0499.61——
DoRABackbone=ViT-L/16, Pre-trained=ImageNet12K2026.0499.48——
LoRABackbone=ViT-L/16, Pre-trained=ImageNet12K2026.0499.44——
APTBackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Few-shot2026.0684.4—47
DBDBackbone=ViT-B/16, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0673.6—97.5
CLIPBackbone=ViT-B/16, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0673—0
MaPLe+O-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=O-TPT2026.0471.534.35—
MaPLe+TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=TPT2026.0470.7211.63—
MaPLe+FPPBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=FPP2026.0469.354.03—
CoOp+C-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=C-TPT2026.046910.2—
CoOp+TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=TPT2026.0468.719.9—
DBDBackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0668.7—94.7
CoOp+O-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=O-TPT2026.0468.576.81—
CoOp+FPPBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=FPP2026.0468.576—
TTCBackbone=ViT-B/16, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0668.5—19.8
R-TPTBackbone=ViT-B/16, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0668.1—46.4
CLIPBackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0667—0
CLIPBackbone=ResNet50, Attack Protocol=PGD-10, Epsilon (ε)=1/255, Evaluation Setting=Zero-shot2026.0665.9—0
DBDBackbone=ResNet50, Attack Protocol=PGD-10, Epsilon (ε)=1/255, Evaluation Setting=Zero-shot2026.0665.9—88.3
TTCBackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0665.5—29.2
R-TPTBackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0663.3—38.8
R-TPTBackbone=ResNet50, Attack Protocol=PGD-10, Epsilon (ε)=1/255, Evaluation Setting=Zero-shot2026.0660.7—51
TeCoABackbone=ResNet50, Attack Protocol=PGD-10, Epsilon (ε)=1/255, Evaluation Setting=Zero-shot2026.0632.6—17.3
CLIP-TeCoABackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0630.8—9
TeCoABackbone=ViT-B/32, Attack Protocol=PGD-100, Epsilon (ε)=4/255, Evaluation Setting=Zero-shot2026.0630.1—9.5
C-TPTBackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0629.4—10.7
MTABackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0629.1—14
TPTBackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0627.9—12.3
EnsembleBackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0626.6—16
R-TPTBackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0626.6—16.5
T-VSSBackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0625.7—16.4
BaLoRABackbone=ViT-L/16, Pre-trained=ImageNet12K2026.04—0.63—
DoRABackbone=ViT-L/16, Pre-trained=ImageNet12K2026.04—0.7—
LoRABackbone=ViT-L/16, Pre-trained=ImageNet12K2026.04—0.62—