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ResearchFormerly WizWand

Image Classification on CIFAR100 (Adversarial Robustness - Clean & PGD)

76.25Clean AccuracyRoLI - Full-FT
34.70245.488556.27567.0615Dec 10, 2023Apr 17, 2024Aug 25, 2024Jan 2, 2025May 12, 2025Sep 19, 2025Jan 27, 2026
Updated 7mo ago

Evaluation results

MethodLinks
RoLI - Full-FTBackbone=Swin Transformer, Initialization=Robust Linear Initialization, Finetuning Protocol=Full Finetuning2023.1276.2537.38
RanLI - Full-FTBackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=Full Finetuning2023.1274.3635.62
TTEBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0172.937.9
RoLI - LoRABackbone=Swin Transformer, Initialization=Robust Linear Initialization, Finetuning Protocol=LoRA2023.1272.8735.18
LPFBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0172.840.3
RanLI - VPTBackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=Visual Prompt Tuning2023.1272.3735.6
RoLI - BiasBackbone=Swin Transformer, Initialization=Robust Linear Initialization, Finetuning Protocol=Bias-only2023.1272.1735.17
RanLI - LoRABackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=LoRA2023.1271.9834.83
RoLI - AdapterBackbone=Swin Transformer, Initialization=Robust Linear Initialization, Finetuning Protocol=Adapter2023.1271.7534.33
RanLI - AdapterBackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=Adapter2023.1271.5734.74
RanLI - BiasBackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=Bias-only2023.1271.536.72
TTCBackbone=CLIP-L/14, Method category=Test-Time Defense2026.01717
TWINS-ATBackbone=ResNet-502023.1270.7231.08
HDBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0167.926.7
RanLI - LinearBackbone=Swin Transformer, Initialization=Random Initialization, Finetuning Protocol=Linear Probing2023.1267.6525.46
AutoLoRaBackbone=ResNet-502023.1266.235.25
R-TPTBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0165.758.3
CLIPBackbone=CLIP-L/14, Method category=Original2026.01650.1
HPT-GPDBackbone=ViT-B/32, Proxy CLIP=ViT-B/16, Attack Protocol=PGD-10, Training time per epoch (s)=14862026.0164.8340.1
Anti-AdvBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0164.751.8
CSRBackbone=CLIP-L/14, Method category=Test-Time Defense2026.0162.960.5
CLIPBackbone=ViT-B/32, Proxy CLIP=ViT-B/16, Attack Protocol=PGD-10, Training time per epoch (s)=02026.0160.3917.57
CLIP-FTDefense Category=Adversarial Finetuning, Attack Type=10-step PGD, Epsilon=4/2552025.1159.510.67
FT-StandardBackbone=ViT-B/32, Proxy CLIP=ViT-B/16, Attack Protocol=PGD-10, Training time per epoch (s)=4062026.0158.7812.3
TTEDefense Category=Test-time Defense, Attack Type=10-step PGD, Epsilon=4/2552025.1158.611.37
CLIPDefense Category=None, Attack Type=10-step PGD, Epsilon=4/2552025.1157.140.05
TTCDefense Category=Test-time Defense, Attack Type=10-step PGD, Epsilon=4/2552025.1156.349.06
R-TPTDefense Category=Test-time Defense, Attack Type=10-step PGD, Epsilon=4/2552025.1152.6918.52
ATACDefense Category=Test-time Defense, Attack Type=10-step PGD, Epsilon=4/2552025.1152.6586.27
PMGBackbone=ViT-B/32, Proxy CLIP=ViT-B/16, Attack Protocol=PGD-10, Training time per epoch (s)=18172026.0152.2833.31
FAREDefense Category=Adversarial Finetuning, Attack Type=10-step PGD, Epsilon=4/2552025.1147.384.54
FAREBackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.0145.945.7
TeCoABackbone=CLIP-L/14, Method category=Adversarial Fine-tuning2026.014443.8
PMG-AFTDefense Category=Adversarial Finetuning, Attack Type=10-step PGD, Epsilon=4/2552025.1141.5110.8
FT-TeCoABackbone=ViT-B/32, Proxy CLIP=ViT-B/16, Attack Protocol=PGD-10, Training time per epoch (s)=11122026.0141.0124.41
TeCoADefense Category=Adversarial Finetuning, Attack Type=10-step PGD, Epsilon=4/2552025.1136.39.25