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ResearchFormerly WizWand

Image Classification on Evaluation suite OOD

68.3Average AccuracyTIES-Merging
41.57248.51155.4562.389Aug 5, 2025
Updated 6mo ago

Evaluation results

MethodLinks
TIES-MergingBackbone=ViT-L/14, Method Category=Data-Free Methods2025.0868.3
Model SoupsBackbone=ViT-L/14, Method Category=Data-Free Methods2025.0867.9
Iso-CBackbone=ViT-L/14, Method Category=Data-Free Methods2025.0865.9
DOGE TABackbone=ViT-L/14, Method Category=Data-Free Methods2025.0865.8
Layer-wise AdaMergingBackbone=ViT-L/14, Method Category=Test-Time Adaptation2025.0865.3
Iso-CTSBackbone=ViT-L/14, Method Category=Data-Free Methods2025.0865.2
RegMean++Backbone=ViT-L/14, Method Category=Training-Free Methods2025.0864.7
RegMeanBackbone=ViT-L/14, Method Category=Training-Free Methods2025.0864.5
Fisher MergingBackbone=ViT-L/14, Method Category=Training-Free Methods2025.0864.2
DOGE AMBackbone=ViT-L/14, Method Category=Test-Time Adaptation2025.0863.4
TSV-MBackbone=ViT-L/14, Method Category=Data-Free Methods2025.0862.1
Task ArithmeticBackbone=ViT-L/14, Method Category=Data-Free Methods2025.0861.8
TIES-MergingBackbone=ViT-B/16, Method Category=Data-Free Methods2025.0859.9
Model SoupsBackbone=ViT-B/16, Method Category=Data-Free Methods2025.0858.9
Iso-CBackbone=ViT-B/16, Method Category=Data-Free Methods2025.0858.2
Iso-CTSBackbone=ViT-B/16, Method Category=Data-Free Methods2025.0858.2
Fisher MergingBackbone=ViT-B/16, Method Category=Training-Free Methods2025.0858
RegMean++Backbone=ViT-B/16, Method Category=Training-Free Methods2025.0856.7
RegMeanBackbone=ViT-B/16, Method Category=Training-Free Methods2025.0856.5
DOGE TABackbone=ViT-B/16, Method Category=Data-Free Methods2025.0856
Layer-wise AdaMergingBackbone=ViT-B/16, Method Category=Test-Time Adaptation2025.0855.5
DOGE AMBackbone=ViT-B/16, Method Category=Test-Time Adaptation2025.0854.9
TSV-MBackbone=ViT-B/16, Method Category=Data-Free Methods2025.0854.8
Task ArithmeticBackbone=ViT-B/16, Method Category=Data-Free Methods2025.0854.1
TIES-MergingBackbone=ViT-B/32, Method Category=Data-Free Methods2025.0851.7
Fisher MergingBackbone=ViT-B/32, Method Category=Training-Free Methods2025.0851
Model SoupsBackbone=ViT-B/32, Method Category=Data-Free Methods2025.0850.6
DOGE TABackbone=ViT-B/32, Method Category=Data-Free Methods2025.0849.4
Iso-CBackbone=ViT-B/32, Method Category=Data-Free Methods2025.0849.3
RegMean++Backbone=ViT-B/32, Method Category=Training-Free Methods2025.0848.9
Layer-wise AdaMergingBackbone=ViT-B/32, Method Category=Test-Time Adaptation2025.0848.9
Iso-CTSBackbone=ViT-B/32, Method Category=Data-Free Methods2025.0848.6
RegMeanBackbone=ViT-B/32, Method Category=Training-Free Methods2025.0848.3
DOGE AMBackbone=ViT-B/32, Method Category=Test-Time Adaptation2025.0847.7
TSV-MBackbone=ViT-B/32, Method Category=Data-Free Methods2025.0845.7
Task ArithmeticBackbone=ViT-B/32, Method Category=Data-Free Methods2025.0842.6