Image Classification on STL10 (Robust Accuracy)
88.52Robust AccuracyAGFT
Evaluation results
| Method | Links | |
|---|---|---|
| AGFTFine-tuned on=ImageNet2026.03 | 88.52 | |
| Ours (5 trees)Zero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/255, Number of trees=52026.04 | 88.16 | |
| OursZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 86.97 | |
| GLADIATORFine-tuned on=ImageNet2026.03 | 86.53 | |
| PMG-AFTFine-tuned on=ImageNet2026.03 | 86.31 | |
| AoSZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 86.1 | |
| TGA-ZSRFine-tuned on=ImageNet2026.03 | 85.01 | |
| FAREZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 84.4 | |
| PMG-FTZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 84 | |
| TeCoAZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 83.5 | |
| TeCoAFine-tuned on=ImageNet2026.03 | 83.33 | |
| CLIPZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 38.5 | |
| CLIPMode=Zero-shot2026.03 | 33.1 |