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ResearchFormerly WizWand

Image Classification on SVHN (Accuracy)

98.12AccuracyIndividual
56.842467.558778.27588.9913Dec 16, 2025Jan 7, 2026Jan 30, 2026Feb 21, 2026Mar 16, 2026Apr 7, 2026Apr 30, 2026
Updated 6mo ago

Evaluation results

MethodLinks
IndividualBackbone=ViT-L/142026.0498.12
Auto-SwitchType=Dynamic, Storage (MB)=556.88, Backbone=ViT-L/142026.0498.12
Twin-MergingType=Dynamic, Storage (MB)=1780.62, Backbone=ViT-L/142026.0498.06
MoW-MergingType=Dynamic, Storage (MB)=5159.51, Backbone=ViT-L/142026.0498.06
Auto-FlexSwitch+MSE (λ = 0.05)Type=Dynamic, Storage (MB)=98.41, Backbone=ViT-L/142026.0498.04
Auto-FlexSwitch+KL (λ = 0.3)Type=Dynamic, Storage (MB)=80.69, Backbone=ViT-L/142026.0498.02
EMR-MergingType=Dynamic, Storage (MB)=1633.46, Backbone=ViT-L/142026.0497.94
Auto-FlexSwitch+CKA (λ = 3)Type=Dynamic, Storage (MB)=89.76, Backbone=ViT-L/142026.0497.84
Traditional MTLBackbone=ViT-L/142026.0497.79
Fine-TunedBackbone=DINOv3 ViT-B/162025.1297
AdaMerging++Type=Static, Backbone=ViT-L/142026.0492.76
RegMeanType=Static, Backbone=ViT-L/142026.0492.6
AdaMergingType=Static, Backbone=ViT-L/142026.0491.79
DAREType=Static, Backbone=ViT-L/142026.0489.19
Task-ArithmeticType=Static, Backbone=ViT-L/142026.0487.91
DF-MergeType=Static, Backbone=ViT-L/142026.0487.09
Ties-MergingType=Static, Backbone=ViT-L/142026.0486.53
Fisher MergingType=Static, Backbone=ViT-L/142026.0483.36
Weight-AveragingType=Static, Backbone=ViT-L/142026.0478.23
Linear ProbeBackbone=DINOv3 ViT-B/162025.1266.9
Task MatrixBackbone=DINOv3 ViT-B/16, best layer=82025.1263.1
Pre-trainedBackbone=ViT-L/142026.0458.43