Image Classification on Flower102 (Robust Accuracy)
37.02Robust AccuracyOurs (5 trees)
Evaluation results
| Method | Links | |
|---|---|---|
| Ours (5 trees)Zero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/255, Number of trees=52026.04 | 37.02 | |
| OursZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 36.6 | |
| AGFTFine-tuned on=ImageNet2026.03 | 35.95 | |
| AoSZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 35.88 | |
| GLADIATORFine-tuned on=ImageNet2026.03 | 34.58 | |
| PMG-AFTFine-tuned on=ImageNet2026.03 | 33.36 | |
| PMG-FTZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 31.99 | |
| TeCoAFine-tuned on=ImageNet2026.03 | 30.6 | |
| FAREZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 29.88 | |
| TeCoAZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 28.8 | |
| TGA-ZSRFine-tuned on=ImageNet2026.03 | 27.26 | |
| CLIPZero-shot=true, Adversarial fine-tuning=ImageNet, PGD attack steps=20, Perturbation radius (epsilon)=1/2552026.04 | 1.38 | |
| CLIPMode=Zero-shot2026.03 | 1 |