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ResearchFormerly WizWand

Fine-grained Image Classification on Oxford Flowers 102

98.9AccuracyDATL + WS-DAN
-3.0223.4449.976.36Oct 6, 2020Sep 18, 2021Sep 1, 2022Aug 14, 2023Jul 27, 2024Jul 9, 2025Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DATL + WS-DAN2020.1098.9——
Sequential-to-global SSL frameworkEvaluation Protocol=Linear Probing, Operating Mode=Static ViT2026.0498.3——
Sequential-to-global SSL frameworkEvaluation Protocol=Linear Probing, Operating Mode=Learned Policy, Iterative Steps=82026.0497.7——
Sequential-to-global SSL frameworkEvaluation Protocol=Linear Probing, Operating Mode=Random Gazes, Iterative Steps=82026.0497.6——
WS-DAN2020.1097.1——
DINOEvaluation Protocol=Linear Probing, Operating Mode=Static ViT2026.0496.4——
ToolFGshot=42026.0695.8——
PromptSRCshot=42026.0692.4——
DiVE-kshot=42026.0688.7——
Fine-R1shot=42026.0686——
ViRFTshot=42026.0684.8——
MaPLeshot=42026.0684.6——
Qwen2.5-VL-7Bshot=42026.0678.4——
Clean (Reference)Backbone=CLIP-ViT-B/16, Labeling Strategy=none (clean accuracy)2026.0673——
C-TPTBackbone=CLIP-ViT-B/16, Epsilon (ε)=4.02025.0469.60—
TPTBackbone=CLIP-ViT-B/16, Epsilon (ε)=4.02025.0469.10—
TTCBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0569—7.4
R-TPTBackbone=CLIP-ViT-B/16, Epsilon (ε)=4.02025.0468.744.6—
R-TPTBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0568.7—44.6
AGCBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0567.8—89.6
CLIPBackbone=CLIP-ViT-B/16, Epsilon (ε)=4.02025.0467.40—
MTABackbone=CLIP-ViT-B/16, Epsilon (ε)=4.02025.0467.427.9—
CLIPBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0567.4—0
MTABackbone=ViT-B/16, Epsilon (ε)=4/2552026.0567.4—27.9
TTPBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0567.3—47.2
EnsembleBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0567.2—46.9
EnsembleBackbone=CLIP-ViT-B/16, Epsilon (ε)=4.02025.0465.936.3—
MTABackbone=ViT-B/32, Epsilon (ε)=4/2552026.0564.4—36.5
MTABackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Test-time Defense2026.0664.4—36.5
TTCBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0564.3—3.2
TTCBackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Test-time Defense2026.0664.3—3.2
CLIPBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0564—0
CLIPBackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Baseline2026.0664—0
TTPBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0563.6—42
TTPBackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Test-time Defense2026.0663.6—42
AGCBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0563.1—71.5
R-TPTBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0562.6—37.6
R-TPTBackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Test-time Defense2026.0662.6—37.6
T-VSSBackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Test-time Defense2026.0662.4—45.2
EnsembleBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0561.7—43.2
EnsembleBackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Test-time Defense2026.0658.1—36.1
APT+TeCoABackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Training-time Defense2026.0642.5—40.4
FAREBackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Training-time Defense2026.0637—34
TeCoABackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Training-time Defense2026.0630.8—28.9
APTBackbone=CLIP-ViT-B/32, Epsilon (ϵ)=4/255, Defense Category=Training-time Defense2026.060.9—0.2
CLIPBackbone=CLIP-ViT-B/16, Attack Type=PGD-100, Perturbation Budget (epsilon)=4/255, Labeling Strategy=pseudo-labels2026.06——2.7
DBDBackbone=CLIP-ViT-B/16, Attack Type=PGD-100, Perturbation Budget (epsilon)=4/255, Labeling Strategy=pseudo-labels2026.06——72.3
R-TPTBackbone=CLIP-ViT-B/16, Attack Type=PGD-100, Perturbation Budget (epsilon)=4/255, Labeling Strategy=pseudo-labels2026.06——49.8