Test-time adaptation on ImageNet-C γ = 10⁻¹ (test)
38.65Accuracy (ImageNet-C, γ=10⁻¹)RoTTA (CSTU)
Evaluation Results
| Method | Links | |
|---|---|---|
| RoTTA (CSTU)Policy=Class-guided, Memory=CSTU, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 38.65 | |
| RoTTA (CDS)Policy=Guided-obs, Memory=CDS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 38.65 | |
| RoTTA (FPS)Policy=Guided-obs, Memory=FPS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 37.78 | |
| Norm (Reservoir)Policy=Uninformed, Memory=Reservoir, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 32.17 | |
| Norm (PBRS)Policy=Class-guided, Memory=PBRS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 32.08 | |
| Norm (CSTU)Policy=Class-guided, Memory=CSTU, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 32.02 | |
| Norm (CDS)Policy=Guided-obs, Memory=CDS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 32.02 | |
| RoTTA (Reservoir)Policy=Uninformed, Memory=Reservoir, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 31.74 | |
| Norm (FPS)Policy=Guided-obs, Memory=FPS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 31.14 | |
| RoTTAPolicy=Uninformed, Memory=None, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 30.78 | |
| RoTTA (PBRS)Policy=Class-guided, Memory=PBRS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 29.78 | |
| NormPolicy=Uninformed, Memory=None, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 26.37 | |
| NOTE (FPS)Policy=Guided-obs, Memory=FPS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 18.38 | |
| NOTE (CSTU)Policy=Class-guided, Memory=CSTU, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 16.16 | |
| NOTE (CDS)Policy=Guided-obs, Memory=CDS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 16.16 | |
| NOTE (PBRS)Policy=Class-guided, Memory=PBRS, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 13.64 | |
| NOTEPolicy=Uninformed, Memory=None, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 11.88 | |
| NOTE (Reservoir)Policy=Uninformed, Memory=Reservoir, Backbone=ResNet-50, Memory budget=M=64, γ=10⁻¹2026.05 | 10.25 |