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ResearchFormerly WizWand

Test-time adaptation on ImageNet-C γ = 10⁻¹ (test)

38.65Accuracy (ImageNet-C, γ=10⁻¹)RoTTA (CSTU)
9.11416.78224.4532.118May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RoTTA (CSTU)Policy=Class-guided, Memory=CSTU, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0538.65
RoTTA (CDS)Policy=Guided-obs, Memory=CDS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0538.65
RoTTA (FPS)Policy=Guided-obs, Memory=FPS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0537.78
Norm (Reservoir)Policy=Uninformed, Memory=Reservoir, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0532.17
Norm (PBRS)Policy=Class-guided, Memory=PBRS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0532.08
Norm (CSTU)Policy=Class-guided, Memory=CSTU, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0532.02
Norm (CDS)Policy=Guided-obs, Memory=CDS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0532.02
RoTTA (Reservoir)Policy=Uninformed, Memory=Reservoir, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0531.74
Norm (FPS)Policy=Guided-obs, Memory=FPS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0531.14
RoTTAPolicy=Uninformed, Memory=None, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0530.78
RoTTA (PBRS)Policy=Class-guided, Memory=PBRS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0529.78
NormPolicy=Uninformed, Memory=None, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0526.37
NOTE (FPS)Policy=Guided-obs, Memory=FPS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0518.38
NOTE (CSTU)Policy=Class-guided, Memory=CSTU, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0516.16
NOTE (CDS)Policy=Guided-obs, Memory=CDS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0516.16
NOTE (PBRS)Policy=Class-guided, Memory=PBRS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0513.64
NOTEPolicy=Uninformed, Memory=None, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0511.88
NOTE (Reservoir)Policy=Uninformed, Memory=Reservoir, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.0510.25