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ResearchFormerly WizWand

Model Merging on 8 Vision tasks (test)

95.8AccuracyIndividual Fine-tuned
45.77658.76371.7584.737Apr 1, 2026Apr 8, 2026Apr 15, 2026Apr 22, 2026Apr 29, 2026May 6, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Individual Fine-tunedModel=ViT-L/14, Setting=anchor2026.0595.8
BMMModel=ViT-L/14, Setting=data-assisted, Anchor=ISO-CTS2026.0595.1
BMMModel=ViT-L/14, Setting=data-free, Anchor=ISO-CTS2026.0595
ISO-CTSModel=ViT-L/14, Setting=anchor2026.0594.8
BMMModel=ViT-L/14, Setting=data-assisted, Anchor=WUDI2026.0594.7
BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TSV2026.0594.4
BMMModel=ViT-L/14, Setting=data-free, Anchor=Pretrained2026.0594.4
BMMModel=ViT-L/14, Setting=data-free, Anchor=TSV2026.0594.4
BMMModel=ViT-L/14, Setting=data-free, Anchor=WUDI2026.0594.3
BMMModel=ViT-L/14, Setting=data-free, Anchor=TA2026.0594.2
BMMModel=ViT-L/14, Setting=data-free, Anchor=TIES2026.0594.2
WUDI-MergingModel=ViT-L/14, Setting=anchor2026.0594
BMMModel=ViT-L/14, Setting=data-free, Anchor=RegMean2026.0594
BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TIES2026.0593.1
TSVModel=ViT-L/14, Setting=anchor2026.0593
Individual Fine-tunedModel=ViT-B/32, Setting=anchor2026.0592.8
BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TA2026.0592.8
BMMModel=ViT-L/14, Setting=data-assisted, Anchor=RegMean2026.0592.7
BMMModel=ViT-L/14, Setting=data-assisted, Anchor=Pretrained2026.0592.3
BMMModel=ViT-B/32, Setting=data-assisted, Anchor=ISO-CTS2026.0590.2
RegMeanModel=ViT-L/14, Setting=anchor2026.0590
BMMModel=ViT-B/32, Setting=data-assisted, Anchor=WUDI2026.0589.4
EXPERTSModel=ViT-L/14, Data-free=N/A, Fine-tuning Protocol=LoRA2026.0489
BMMModel=ViT-B/32, Setting=data-free, Anchor=ISO-CTS2026.0589
BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TSV2026.0588.9
BMMModel=ViT-B/32, Setting=data-free, Anchor=Pretrained2026.0587.9
BMMModel=ViT-B/32, Setting=data-free, Anchor=RegMean2026.0587.9
BMMModel=ViT-B/32, Setting=data-free, Anchor=TSV2026.0587.8
BMMModel=ViT-B/32, Setting=data-free, Anchor=WUDI2026.0587.6
WUDI-MergingModel=ViT-B/32, Setting=anchor2026.0587
BMMModel=ViT-B/32, Setting=data-free, Anchor=TA2026.0587
BMMModel=ViT-B/32, Setting=data-free, Anchor=TIES2026.0587
TIESModel=ViT-L/14, Setting=anchor2026.0587
REGMEANModel=ViT-L/14, Data-free=false, Fine-tuning Protocol=LoRA2026.0486.9
ISO-CTSModel=ViT-B/32, Setting=anchor2026.0586.4
ACTMATModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.0486.1
TSVModel=ViT-B/32, Setting=anchor2026.0585.9
BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TIES2026.0585.7
TSVModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.0485.4
BMMModel=ViT-B/32, Setting=data-assisted, Anchor=RegMean2026.0585.2
BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TA2026.0585
BMMModel=ViT-B/32, Setting=data-assisted, Anchor=Pretrained2026.0584.8
TAModel=ViT-L/14, Setting=anchor2026.0584.8
EXPERTSModel=ViT-B/16, Data-free=N/A, Fine-tuning Protocol=LoRA2026.0484.1
K-ISO-CModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.0483.6
K-TSVModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.0483.4
TAModel=ViT-L/14, Data-free=false, Fine-tuning Protocol=LoRA2026.0483
RegMeanModel=ViT-B/32, Setting=anchor2026.0582.3
EXPERTSModel=ViT-B/32, Data-free=N/A, Fine-tuning Protocol=LoRA2026.0480.7
REGMEANModel=ViT-B/16, Data-free=false, Fine-tuning Protocol=LoRA2026.0480.3
ACTMATModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.0478.6
TSVModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.0478.4
TAModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.0477.6
REGMEANModel=ViT-B/32, Data-free=false, Fine-tuning Protocol=LoRA2026.0476.5
TAModel=ViT-B/16, Data-free=false, Fine-tuning Protocol=LoRA2026.0475.7
TIESModel=ViT-B/32, Setting=anchor2026.0575.7
K-ISO-CModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.0474.9
K-TSVModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.0474.8
ACTMATModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.0474.6
TSVModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.0473
AVERAGEModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.0472.4
TAModel=ViT-B/32, Data-free=false, Fine-tuning Protocol=LoRA2026.0470.5
K-ISO-CModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.0470.4
TAModel=ViT-B/32, Setting=anchor2026.0570.4
K-TSVModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.0469.6
ISO-CModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.0466.8
TAModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.0466.1
ZEROSHOTModel=ViT-L/14, Data-free=N/A, Fine-tuning Protocol=LoRA2026.0465.2
Pretrained BackboneModel=ViT-L/14, Setting=anchor2026.0565.1
AVERAGEModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.0464.3
ISO-CModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.0457.5
AVERAGEModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.0456.8
ZEROSHOTModel=ViT-B/16, Data-free=N/A, Fine-tuning Protocol=LoRA2026.0455.5
TAModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.0453.5
ZEROSHOTModel=ViT-B/32, Data-free=N/A, Fine-tuning Protocol=LoRA2026.0452
ISO-CModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.0450.4
Pretrained BackboneModel=ViT-B/32, Setting=anchor2026.0547.7