Image Classification on 15-Dataset Suite Summary
64.89Average AccuracyCLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLIPEvaluation Protocol=Clean2025.12 | 64.89 | — | |
| FAREEvaluation Protocol=Clean2025.12 | 62.75 | — | |
| UCATEvaluation Protocol=Clean2025.12 | 60.47 | — | |
| TeCoAEvaluation Protocol=Clean2025.12 | 56.14 | — | |
| UCATEvaluation Protocol=AutoAttack2025.12 | 39.68 | 47.92 | |
| TeCoAEvaluation Protocol=AutoAttack2025.12 | 38.59 | 45.74 | |
| UCATEvaluation Protocol=PGD2025.12 | 38.15 | 46.78 | |
| TeCoAEvaluation Protocol=PGD2025.12 | 37.94 | 45.28 | |
| FAREEvaluation Protocol=AutoAttack2025.12 | 37.53 | 46.97 | |
| FAREEvaluation Protocol=PGD2025.12 | 36.73 | 46.34 | |
| CLIPEvaluation Protocol=PGD2025.12 | 0.54 | 1.08 | |
| CLIPEvaluation Protocol=AutoAttack2025.12 | 0.05 | 0.1 |