Zero-Shot Classification on ImageNet-R (Robustness Metrics)
87.9Top-1 Accuracy (Clean)No defense
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| No defenseBackbone=CLIP2025.06 | 87.9 | 0 | 0 | |
| JPEG-DLBackbone=CLIP2025.06 | 87.8 | 48.5 | 16.4 | |
| CLIPureBackbone=CLIP2025.06 | 87.7 | 85.4 | 84.6 | |
| DiffCAPBackbone=CLIP2025.06 | 87.2 | 84.4 | 81.1 | |
| FAREBackbone=CLIP, Fine-tuning protocol=l_inf 2/2552025.06 | 85.5 | 56.5 | 25.6 | |
| DiffPureBackbone=CLIP2025.06 | 81 | 79.7 | 79.7 | |
| FAREBackbone=CLIP, Fine-tuning protocol=l_inf 4/2552025.06 | 80.2 | 61.6 | 40.6 | |
| TeCoABackbone=CLIP, Fine-tuning protocol=l_inf 2/2552025.06 | 80.1 | 58.8 | 36.7 | |
| TeCoABackbone=CLIP, Fine-tuning protocol=l_inf 4/2552025.06 | 74.3 | 59.2 | 41.9 |