List your company
ResearchFormerly WizWand

Image Classification on DTD (Top-1 and Top-5 Accuracy)

70.21Top-1 AccuracyOSTB
-1.487617.126235.7454.3538Oct 7, 2025Nov 20, 2025Jan 3, 2026Feb 16, 2026Apr 1, 2026May 15, 2026Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
OSTBProtocol=Final Ensemble2026.0670.21——
SAILZero-shot=true, Training Setting=Supervised, Training Data Scale=1M paired2026.0253.5——
Unprotected BaselineProtect=None, Attack=None, Backbone=ViT-B/322026.0647.02——
AGAProtect=Params & MergeLock, Attack=AGA, Backbone=ViT-B/322026.0646.44——
BaseCompression=Base, Setting=Zero-shot2025.1044.2574.95—
AGAProtect=Params & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.0642.89——
CLIP-B/32Backbone=CLIP-B/32, Protocol=Zero-shot2026.0642.85——
AGAProtect=MergeLock & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.0642.84——
AGAProtect=Params & MergeLock & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.0642.82——
SOTAlignZero-shot=true, Training Setting=Semi-supervised, Training Data Scale=10k paired + 1M unpaired2026.0242.4——
STRUCTUREZero-shot=true, Training Setting=Supervised, Training Data Scale=10k paired2026.0239.5——
NNCLRZero-shot=true, Training Setting=Semi-supervised, Training Data Scale=10k paired + 1M unpaired2026.0238.8——
STRUCTUREZero-shot=true, Training Setting=Semi-supervised, Training Data Scale=10k paired + 1M unpaired2026.0238.7——
S-CLIPZero-shot=true, Training Setting=Semi-supervised, Training Data Scale=10k paired + 1M unpaired2026.0237.6——
SAILZero-shot=true, Training Setting=Supervised, Training Data Scale=10k paired2026.0236.8——
SAILZero-shot=true, Training Setting=Semi-supervised, Training Data Scale=10k paired + 1M unpaired2026.0235.9——
PGSVDCompression=20%, Setting=Zero-shot2025.1026.4946.43—
PGSVDCompression=40%, Setting=Zero-shot2025.1021.4936.8—
SVD-ALSCompression=40%, Setting=Zero-shot2025.1019.1540.69—
Combined Defense (P & B)Protect=Params & MergeBarrier, Attack=None, Backbone=ViT-B/322026.0616.7——
SVD-ALSCompression=20%, Setting=Zero-shot2025.1016.3235—
SVDCompression=40%, Setting=Zero-shot2025.103.4610.79—
Combined Defense (P & L)Protect=Params & MergeLock, Attack=None, Backbone=ViT-B/322026.062.66——
Combined Defense (L & B)Protect=MergeLock & MergeBarrier, Attack=None, Backbone=ViT-B/322026.062.02——
Combined Defense (P & L & B)Protect=Params & MergeLock & MergeBarrier, Attack=None, Backbone=ViT-B/322026.061.94——
SVDCompression=20%, Setting=Zero-shot2025.101.2710.59—
AGAProtect=Params, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06——67.17
AGAProtect=Params-D, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06——67.04
AGAProtect=MergeLock, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06——67.17
AGAProtect=MergeBarrier, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06——66.47
MergeBarrierProtect=MergeBarrier, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06——38.7
MergeLockProtect=MergeLock, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06——5.79
ParamsProtect=Params, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06——5.98
Params-DProtect=Params-D, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06——6.09
Unprotected BaselineProtect=None, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06——67.23