Image Classification on PAINT
79.6AccuracynTAS
Evaluation Results
| Method | Links | |
|---|---|---|
| nTASModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 79.6 | |
| DyslexifyModel=ViT-g/14, Protocol=Zero-shot2026.07 | 77.7 | |
| DyslexifyModel=ViT-L/14, Protocol=Iterative evaluation2026.07 | 76.4 | |
| nTASModel=ViT-H/14, Protocol=Zero-shot2026.07 | 75.7 | |
| nTASModel=ViT-g/14, Protocol=Zero-shot2026.07 | 75.7 | |
| nTASModel=Average, Protocol=Zero-shot2026.07 | 74.7 | |
| nTASModel=ViT-B/16, Protocol=Zero-shot2026.07 | 73.8 | |
| DyslexifyModel=ViT-L/14, Protocol=Zero-shot2026.07 | 72.8 | |
| DyslexifyModel=ViT-B/16, Protocol=Iterative evaluation2026.07 | 72.7 | |
| DyslexifyModel=Average, Protocol=Iterative evaluation2026.07 | 72.2 | |
| Defense-PrefixModel=ViT-L/14, Protocol=Zero-shot2026.07 | 71.8 | |
| DyslexifyModel=ViT-g/14, Protocol=Iterative evaluation2026.07 | 71.8 | |
| DyslexifyModel=ViT-H/14, Protocol=Iterative evaluation2026.07 | 70.9 | |
| DyslexifyModel=Average, Protocol=Zero-shot2026.07 | 70.1 | |
| DyslexifyModel=ViT-B/16, Protocol=Zero-shot2026.07 | 69.9 | |
| DyslexifyModel=ViT-bigG/14, Protocol=Iterative evaluation2026.07 | 69.1 | |
| Defense-PrefixModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 68.9 | |
| DyslexifyModel=ViT-H/14, Protocol=Zero-shot2026.07 | 68.9 | |
| nTASModel=ViT-L/14, Protocol=Zero-shot2026.07 | 68.9 | |
| Defense-PrefixModel=ViT-B/16, Protocol=Zero-shot2026.07 | 68 | |
| Defense-PrefixModel=Average, Protocol=Zero-shot2026.07 | 67.8 | |
| Defense-PrefixModel=ViT-g/14, Protocol=Zero-shot2026.07 | 66 | |
| Defense-PrefixModel=ViT-H/14, Protocol=Zero-shot2026.07 | 64.1 | |
| DyslexifyModel=ViT-bigG/14, Protocol=Zero-shot2026.07 | 61.2 |