Image Classification on IN-100
85.4AccuracyDefense-Prefix
Evaluation Results
| Method | Links | |
|---|---|---|
| Defense-PrefixModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 85.4 | |
| DyslexifyModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 85 | |
| DyslexifyModel=ViT-bigG/14, Protocol=Iterative evaluation2026.07 | 84.7 | |
| nTASModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 84.6 | |
| Defense-PrefixModel=ViT-H/14, Protocol=Zero-shot2026.07 | 83.4 | |
| DyslexifyModel=ViT-H/14, Protocol=Zero-shot2026.07 | 83.4 | |
| DyslexifyModel=ViT-H/14, Protocol=Iterative evaluation2026.07 | 83.4 | |
| nTASModel=ViT-g/14, Protocol=Zero-shot2026.07 | 83.3 | |
| Defense-PrefixModel=ViT-g/14, Protocol=Zero-shot2026.07 | 83.2 | |
| DyslexifyModel=ViT-g/14, Protocol=Zero-shot2026.07 | 83 | |
| nTASModel=ViT-H/14, Protocol=Zero-shot2026.07 | 82.9 | |
| DyslexifyModel=ViT-g/14, Protocol=Iterative evaluation2026.07 | 82.6 | |
| Defense-PrefixModel=Average, Protocol=Zero-shot2026.07 | 81.4 | |
| DyslexifyModel=Average, Protocol=Zero-shot2026.07 | 81.3 | |
| DyslexifyModel=Average, Protocol=Iterative evaluation2026.07 | 81 | |
| nTASModel=Average, Protocol=Zero-shot2026.07 | 81 | |
| Defense-PrefixModel=ViT-L/14, Protocol=Zero-shot2026.07 | 79.8 | |
| nTASModel=ViT-L/14, Protocol=Zero-shot2026.07 | 79.8 | |
| DyslexifyModel=ViT-L/14, Protocol=Zero-shot2026.07 | 79.5 | |
| DyslexifyModel=ViT-L/14, Protocol=Iterative evaluation2026.07 | 79.5 | |
| Defense-PrefixModel=ViT-B/16, Protocol=Zero-shot2026.07 | 75.4 | |
| DyslexifyModel=ViT-B/16, Protocol=Zero-shot2026.07 | 75.3 | |
| DyslexifyModel=ViT-B/16, Protocol=Iterative evaluation2026.07 | 75 | |
| nTASModel=ViT-B/16, Protocol=Zero-shot2026.07 | 74.2 |