Image Classification on Disentangling
88.3AccuracynTAS
Evaluation Results
| Method | Links | |
|---|---|---|
| nTASModel=ViT-B/16, Protocol=Zero-shot2026.07 | 88.3 | |
| DyslexifyModel=ViT-B/16, Protocol=Iterative evaluation2026.07 | 85 | |
| Defense-PrefixModel=ViT-B/16, Protocol=Zero-shot2026.07 | 84.4 | |
| DyslexifyModel=ViT-B/16, Protocol=Zero-shot2026.07 | 83.9 | |
| nTASModel=ViT-H/14, Protocol=Zero-shot2026.07 | 82.2 | |
| nTASModel=ViT-g/14, Protocol=Zero-shot2026.07 | 81.7 | |
| nTASModel=Average, Protocol=Zero-shot2026.07 | 78.7 | |
| Defense-PrefixModel=ViT-L/14, Protocol=Zero-shot2026.07 | 77.2 | |
| DyslexifyModel=ViT-g/14, Protocol=Zero-shot2026.07 | 75.6 | |
| nTASModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 72.8 | |
| DyslexifyModel=ViT-H/14, Protocol=Iterative evaluation2026.07 | 72.2 | |
| DyslexifyModel=Average, Protocol=Iterative evaluation2026.07 | 70.7 | |
| DyslexifyModel=ViT-L/14, Protocol=Zero-shot2026.07 | 68.9 | |
| DyslexifyModel=ViT-bigG/14, Protocol=Iterative evaluation2026.07 | 68.3 | |
| nTASModel=ViT-L/14, Protocol=Zero-shot2026.07 | 68.3 | |
| Defense-PrefixModel=Average, Protocol=Zero-shot2026.07 | 67.8 | |
| DyslexifyModel=Average, Protocol=Zero-shot2026.07 | 67.6 | |
| Defense-PrefixModel=ViT-H/14, Protocol=Zero-shot2026.07 | 67.2 | |
| DyslexifyModel=ViT-g/14, Protocol=Iterative evaluation2026.07 | 67.2 | |
| DyslexifyModel=ViT-L/14, Protocol=Iterative evaluation2026.07 | 60.6 | |
| Defense-PrefixModel=ViT-g/14, Protocol=Zero-shot2026.07 | 60 | |
| DyslexifyModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 55.6 | |
| DyslexifyModel=ViT-H/14, Protocol=Zero-shot2026.07 | 53.9 | |
| Defense-PrefixModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 50 |