Image Classification on CIFAR100 (Clean and Robust Accuracy)
64.24Robust AccuracyATAC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ATACmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 64.24 | 53.64 | |
| AGFTFine-tuned on=ImageNet2026.03 | 45.55 | — | |
| R-TPTmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 43.85 | 52.69 | |
| GLADIATORFine-tuned on=ImageNet2026.03 | 40.82 | — | |
| PMG-AFTFine-tuned on=ImageNet2026.03 | 39.41 | — | |
| TGA-ZSRFine-tuned on=ImageNet2026.03 | 36.79 | — | |
| TeCoABackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.01 | 34.9 | 34.8 | |
| TeCoAFine-tuned on=ImageNet2026.03 | 34.47 | — | |
| CSRBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 29.8 | 57.2 | |
| FAREBackbone=CLIP-B/32, Category=Adversarial Fine-tuning2026.01 | 28.6 | 28.8 | |
| PMG-AFTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 22.52 | 40.32 | |
| Anti-AdvBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 20.9 | 53.5 | |
| TTEmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 20.06 | 58.61 | |
| TTCBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 19.1 | 58.8 | |
| TeCoAmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 18.95 | 35.96 | |
| TTEBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 15.5 | 58.8 | |
| R-TPTBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 14.7 | 41 | |
| TTCmode=Test-time Defense, attack=10-step PGD, epsilon=1/2552025.11 | 14.31 | 56.34 | |
| FAREmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 11.4 | 46.67 | |
| LPFBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 10.3 | 56 | |
| CLIPMode=Zero-shot2026.03 | 4.69 | — | |
| HDBackbone=CLIP-B/32, Category=Test-Time Defense2026.01 | 4.2 | 61.6 | |
| CLIP-FTmode=Adversarial Finetuning, attack=10-step PGD, epsilon=1/2552025.11 | 0.9 | 59.51 | |
| CLIPBackbone=CLIP-B/32, Category=Original2026.01 | 0.3 | 57.2 | |
| CLIPattack=10-step PGD, epsilon=1/2552025.11 | 0.26 | 57.14 |