Image Classification on IN-100-Text
80.6AccuracynTAS
Evaluation Results
| Method | Links | |
|---|---|---|
| nTASModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 80.6 | |
| nTASModel=ViT-H/14, Protocol=Zero-shot2026.07 | 79.1 | |
| nTASModel=Average, Protocol=Zero-shot2026.07 | 77 | |
| nTASModel=ViT-g/14, Protocol=Zero-shot2026.07 | 76.4 | |
| DyslexifyModel=ViT-g/14, Protocol=Zero-shot2026.07 | 75 | |
| nTASModel=ViT-L/14, Protocol=Zero-shot2026.07 | 74.9 | |
| DyslexifyModel=ViT-L/14, Protocol=Zero-shot2026.07 | 74.4 | |
| nTASModel=ViT-B/16, Protocol=Zero-shot2026.07 | 74.2 | |
| DyslexifyModel=ViT-B/16, Protocol=Zero-shot2026.07 | 73.5 | |
| DyslexifyModel=Average, Protocol=Zero-shot2026.07 | 72.8 | |
| Defense-PrefixModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 71.7 | |
| Defense-PrefixModel=ViT-L/14, Protocol=Zero-shot2026.07 | 71.6 | |
| DyslexifyModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 70.6 | |
| Defense-PrefixModel=ViT-H/14, Protocol=Zero-shot2026.07 | 70.4 | |
| DyslexifyModel=ViT-H/14, Protocol=Zero-shot2026.07 | 70.3 | |
| Defense-PrefixModel=Average, Protocol=Zero-shot2026.07 | 70.1 | |
| Defense-PrefixModel=ViT-B/16, Protocol=Zero-shot2026.07 | 69.9 | |
| Defense-PrefixModel=ViT-g/14, Protocol=Zero-shot2026.07 | 66.7 |