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ResearchFormerly WizWand

Image Classification on IN-100

85.4AccuracyDefense-Prefix
73.75276.77679.882.824Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Defense-PrefixModel=ViT-bigG/14, Protocol=Zero-shot2026.0785.4
DyslexifyModel=ViT-bigG/14, Protocol=Zero-shot2026.0785
DyslexifyModel=ViT-bigG/14, Protocol=Iterative evaluation2026.0784.7
nTASModel=ViT-bigG/14, Protocol=Zero-shot2026.0784.6
Defense-PrefixModel=ViT-H/14, Protocol=Zero-shot2026.0783.4
DyslexifyModel=ViT-H/14, Protocol=Zero-shot2026.0783.4
DyslexifyModel=ViT-H/14, Protocol=Iterative evaluation2026.0783.4
nTASModel=ViT-g/14, Protocol=Zero-shot2026.0783.3
Defense-PrefixModel=ViT-g/14, Protocol=Zero-shot2026.0783.2
DyslexifyModel=ViT-g/14, Protocol=Zero-shot2026.0783
nTASModel=ViT-H/14, Protocol=Zero-shot2026.0782.9
DyslexifyModel=ViT-g/14, Protocol=Iterative evaluation2026.0782.6
Defense-PrefixModel=Average, Protocol=Zero-shot2026.0781.4
DyslexifyModel=Average, Protocol=Zero-shot2026.0781.3
DyslexifyModel=Average, Protocol=Iterative evaluation2026.0781
nTASModel=Average, Protocol=Zero-shot2026.0781
Defense-PrefixModel=ViT-L/14, Protocol=Zero-shot2026.0779.8
nTASModel=ViT-L/14, Protocol=Zero-shot2026.0779.8
DyslexifyModel=ViT-L/14, Protocol=Zero-shot2026.0779.5
DyslexifyModel=ViT-L/14, Protocol=Iterative evaluation2026.0779.5
Defense-PrefixModel=ViT-B/16, Protocol=Zero-shot2026.0775.4
DyslexifyModel=ViT-B/16, Protocol=Zero-shot2026.0775.3
DyslexifyModel=ViT-B/16, Protocol=Iterative evaluation2026.0775
nTASModel=ViT-B/16, Protocol=Zero-shot2026.0774.2