List your company
ResearchFormerly WizWand

Fine-grained Image Classification on 8 Fine-grained Dataset Suite Average

93.4RobustnessAGC
-3.73621.48246.771.918May 15, 2026May 21, 2026May 27, 2026Jun 3, 2026Jun 9, 2026Jun 15, 2026Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
AGCBackbone=ViT-L/14, Epsilon=4/2552026.0593.4—68.8—
AGCBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0591.460.7——
AGCBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.0591.460.7——
AGCBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0582.956.7——
AGCBackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.0570.653.5——
EnsembleBackbone=ViT-L/14, Epsilon=4/2552026.0552.9—67.7—
TTPBackbone=ViT-L/14, Epsilon=4/2552026.0551.6—68.9—
R-TPTBackbone=ViT-L/14, Epsilon=4/2552026.0549.6—68.4—
APT+TeCoABackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.0546.446.5——
TTPBackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.0546.253——
R-TPTBackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.0545.253.7——
TTPBackbone=ViT-B/16, Epsilon (ε)=4/2552026.054361.2——
TTPBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.054361.2——
EnsembleBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0542.759.3——
EnsembleBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.0542.759.3——
EnsembleBackbone=ViT-B/32, Epsilon (ε)=4/2552026.054055.9——
MTABackbone=ViT-L/14, Epsilon=4/2552026.0539.9—69.1—
R-TPTBackbone=ViT-B/16, Epsilon (ε)=4/2552026.0539.961.1——
R-TPTBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.0539.961.1——
TTPBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0539.757.1——
TeCoABackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.053737.1——
R-TPTBackbone=ViT-B/32, Epsilon (ε)=4/2552026.0535.357.1——
MTABackbone=ViT-B/32, Epsilon (ε)=4/2552026.053558.5——
MTABackbone=ViT-B/16, Epsilon (ε)=4/2552026.0527.462.4——
MTABackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.0527.462.4——
T-VSSBackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0622—30.9—
R-TPTBackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0621.2—30.9—
EnsembleBackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0619.5—28.9—
MTABackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0617.8—32.9—
TPTBackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0616.5—32.7—
C-TPTBackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0613.9—33.5—
CLIP-TeCoABackbone=TeCoA-pretrained CLIP-ViT-B/32, Epsilon (ϵ)=4/2552026.0612.3—33.4—
TTCBackbone=ViT-B/32, Epsilon (ε)=4/2552026.056.956.7——
TTCBackbone=ViT-B/16, Epsilon (ε)=4/2552026.054.558.9——
TTCBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.054.558.9——
TTCBackbone=ViT-L/14, Epsilon=4/2552026.054.3—68.2—
APTBackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.052.611.4——
CLIPBackbone=ResNet50, Attack Type=PGD, Epsilon (ε)=1.02026.050.453.2——
CLIPBackbone=ViT-L/14, Epsilon=4/2552026.050—69.1—
CLIPBackbone=ViT-B/32, Epsilon (ε)=4/2552026.05057.4——
CLIPBackbone=ViT-B/16, Epsilon (ε)=4/2552026.05061.4——
CLIPBackbone=ViT-B/16, Pre-train=CLIP, Epsilon (ϵ)=4/255, Attack Protocol=PGD-1002026.05061.4——
A-TPTStage=Test time, Backbone=ViT-B/322026.05——58.640.3
APT+TeCoAStage=Training time, Backbone=ViT-B/322026.05——40.238.9
FAREStage=Training time, Backbone=ViT-B/322026.05——42.240.3
PAFTStage=Training time, Backbone=ViT-B/322026.05——54.927.5
TeCoAStage=Training time, Backbone=ViT-B/322026.05——33.432.2