Image Classification on RTA-100
76.2AccuracynTAS
Evaluation Results
| Method | Links | |
|---|---|---|
| nTASModel=ViT-H/14, Protocol=Zero-shot2026.07 | 76.2 | |
| nTASModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 75.7 | |
| DyslexifyModel=ViT-bigG/14, Protocol=Iterative evaluation2026.07 | 72.9 | |
| nTASModel=Average, Protocol=Zero-shot2026.07 | 71.7 | |
| DyslexifyModel=ViT-L/14, Protocol=Iterative evaluation2026.07 | 71 | |
| nTASModel=ViT-L/14, Protocol=Zero-shot2026.07 | 68.9 | |
| nTASModel=ViT-g/14, Protocol=Zero-shot2026.07 | 68.8 | |
| nTASModel=ViT-B/16, Protocol=Zero-shot2026.07 | 68.7 | |
| DyslexifyModel=Average, Protocol=Iterative evaluation2026.07 | 68.5 | |
| DyslexifyModel=ViT-B/16, Protocol=Iterative evaluation2026.07 | 68.3 | |
| DyslexifyModel=ViT-H/14, Protocol=Iterative evaluation2026.07 | 68.3 | |
| DyslexifyModel=ViT-B/16, Protocol=Zero-shot2026.07 | 67.9 | |
| Defense-PrefixModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 67.8 | |
| DyslexifyModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 67.5 | |
| DyslexifyModel=ViT-g/14, Protocol=Zero-shot2026.07 | 67 | |
| DyslexifyModel=Average, Protocol=Zero-shot2026.07 | 67 | |
| DyslexifyModel=ViT-L/14, Protocol=Zero-shot2026.07 | 66.6 | |
| DyslexifyModel=ViT-H/14, Protocol=Zero-shot2026.07 | 66.1 | |
| Defense-PrefixModel=ViT-B/16, Protocol=Zero-shot2026.07 | 65.6 | |
| Defense-PrefixModel=Average, Protocol=Zero-shot2026.07 | 63.6 | |
| Defense-PrefixModel=ViT-H/14, Protocol=Zero-shot2026.07 | 63.5 | |
| Defense-PrefixModel=ViT-L/14, Protocol=Zero-shot2026.07 | 62.9 | |
| DyslexifyModel=ViT-g/14, Protocol=Iterative evaluation2026.07 | 62 | |
| Defense-PrefixModel=ViT-g/14, Protocol=Zero-shot2026.07 | 58.1 |