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ResearchFormerly WizWand

Image Classification on EuroSAT (Standard Accuracy)

69.32AccuracyNo Protection
2.70820.001537.29554.5885Sep 3, 2025Oct 22, 2025Dec 11, 2025Jan 30, 2026Mar 21, 2026May 10, 2026Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
No ProtectionProtect=-, Attack=-, Backbone=ViT-B/322026.0669.32
MergeGuardProtect=MergeGuard [5], Attack=AGA, Backbone=ViT-B/322026.0668.5
MergeLockProtect=MergeLock [36], Attack=AGA, Backbone=ViT-B/322026.0668.4
Unprotected BaselineProtect=None, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.0667.23
AGAProtect=Params, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.0667.12
AGAProtect=MergeLock, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.0667.12
AGAProtect=Params-D, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.0666.82
AGAProtect=MergeBarrier, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.0664.85
MaPLe2025.0948.06
CLIP2025.0947.84
CLIP-SVD2025.0947.51
CoOp2025.0946.39
KgCoOp2025.0946.04
Co-CoOp2025.0945.37
ProGrad2025.0943.46
MergeGuardProtect=MergeGuard [5], Attack=-, Backbone=ViT-B/322026.0639.66
MergeBarrierProtect=MergeBarrier, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.0637.2
ARFProtect=ARF, Attack=AGA, Backbone=ViT-B/322026.0634.67
MergeLockProtect=MergeLock [36], Attack=-, Backbone=ViT-B/322026.0612.42
ARFProtect=ARF, Attack=-, Backbone=ViT-B/322026.0610.09
Params-DProtect=Params-D, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.065.73
ParamsProtect=Params, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.065.71
MergeLockProtect=MergeLock, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.065.27