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ResearchFormerly WizWand

Fine-grained classification on DTD (Adversarial Robustness)

54Clean AccuracyR-TPT
21.385629.852838.3246.7872Apr 15, 2025Jun 23, 2025Aug 31, 2025Nov 9, 2025Jan 17, 2026Mar 27, 2026Jun 5, 2026
Updated 4mo ago

Evaluation results

MethodLinks
R-TPTBackbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.125438
R-TPTBackbone=ViT-L/14, Epsilon=4/2552026.055438
MTABackbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.1253.427.2
MTABackbone=ViT-L/14, Epsilon=4/2552026.0553.427.2
CLIPBackbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.1252.40
CLIPBackbone=ViT-L/14, Epsilon=4/2552026.0552.40
TTPBackbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.1252.341.3
TTPBackbone=ViT-L/14, Epsilon=4/2552026.0552.341.3
AGCBackbone=ViT-L/14, Epsilon=4/2552026.0552.295.2
EnsembleBackbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.1251.331.3
EnsembleBackbone=ViT-L/14, Epsilon=4/2552026.0550.238.7
TTCBackbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.1249.76.2
TTCBackbone=ViT-L/14, Epsilon=4/2552026.0549.76.2
MTABackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1246.516.2
R-TPTBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1246.432.8
TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0646.20
SS-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.064531.9
R-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0644.926.7
CLIPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1244.40
CLIPBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0644.40
TTPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1244.136
EnsembleBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.064417.4
MTABackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1243.828.8
TAPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0643.612.6
EnsembleBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1243.225.1
CLIPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.12430
TTPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1242.832.2
TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0442.44.3
R-TPTBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1242.129.1
DOCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.064212.2
TTCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0641.85.5
C-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0441.51.3
R-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0441.333.5
TTCBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.12414.5
CLIPBackbone=CLIP-ResNet50, Epsilon=1.02025.0440.40.8
MTABackbone=CLIP-ResNet50, Epsilon=1.02025.0440.318.8
EnsembleBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1239.828.6
TTCBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1237.34.7
EnsembleBackbone=CLIP-ResNet50, Epsilon=1.02025.0437.129.5
R-TPT + ET3Pre-trained Model=TeCoA CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4/255), Defense Category=Multiple Augmentations + Prompt Tuning, Input Modality=Vision + Text2026.0326.4219.92
C-TPT*Pre-trained Model=TeCoA CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4/255), Defense Category=Multiple Augmentations + Prompt Tuning, Input Modality=Vision + Text2026.0326.212.4
R-TPTPre-trained Model=TeCoA CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4/255), Defense Category=Multiple Augmentations + Prompt Tuning, Input Modality=Vision + Text2026.0325.5918.09
TPT*Pre-trained Model=TeCoA CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4/255), Defense Category=Multiple Augmentations + Prompt Tuning, Input Modality=Vision + Text2026.0325.514.6
SS-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.062517.7
TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0624.914.3
CLIP (Robust)Pre-trained Model=TeCoA CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4/255), Defense Category=Baseline2026.0324.5310.7
CLIPBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0624.511.8
MTA*Pre-trained Model=TeCoA CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4/255), Defense Category=Multiple Augmentations, Input Modality=Vision Only2026.0324.413.5
R-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0624.417
ET3Pre-trained Model=TeCoA CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4/255), Defense Category=Lightweight Defense, Input Modality=Vision Only2026.032413.18
TTCPre-trained Model=TeCoA CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4/255), Defense Category=Lightweight Defense, Input Modality=Vision Only2026.0323.9911.38
EnsemblePre-trained Model=TeCoA CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4/255), Defense Category=Multiple Augmentations, Input Modality=Vision Only2026.0323.8215.96
EnsembleBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.0623.316
Ensemble + ET3Pre-trained Model=TeCoA CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4/255), Defense Category=Multiple Augmentations, Input Modality=Vision Only2026.0322.6417.55