List your company
ResearchFormerly WizWand

Image Classification on 15 datasets Average (test)

45.39Average Robust AccuracyOurs (5 trees)
5.682815.991426.336.6086Mar 31, 2026Apr 3, 2026Apr 6, 2026Apr 10, 2026Apr 13, 2026Apr 16, 2026Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Ours (5 trees)Zero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/255, Number of trees=52026.0445.39————————
OursZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0444.34————————
AoSZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0443.88————————
PMG-FTZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0439.72————————
TeCoAZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0438.91————————
FAREZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.0437.93————————
AGFTMode=Zero-shot, Attack=PGD-202026.0325.4646.5729.816.618.88————
TGA-ZSRMode=Zero-shot, Attack=PGD-202026.0323.4740.8426.6116.1510.3————
GLADIATORMode=Zero-shot, Attack=PGD-202026.0323.4343.4626.4115.298.59————
PMG-AFTMode=Zero-shot, Attack=PGD-202026.0321.941.6625.1513.637.19————
TeCoAMode=Zero-shot, Attack=PGD-202026.0319.8638.5122.311.896.75————
CLIPZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.047.21————————
AoSTraining Mode=Adversarial Fine-tuning2026.04—————40.8340.3730.2429.51
FARETraining Mode=Adversarial Fine-tuning2026.04—————35.7635.0825.124.87
HITATraining Mode=Adversarial Fine-tuning2026.04—————41.7841.5531.7631.13
PMG-FTTraining Mode=Adversarial Fine-tuning2026.04—————37.2536.7326.9526.76
TeCoATraining Mode=Adversarial Fine-tuning2026.04—————36.2234.9725.8725.14