Test-time adaptation on ITD γ = 10⁻¹ (test)
34.15AccuracyRoTTA (FPS)
Evaluation Results
| Method | Links | |
|---|---|---|
| RoTTA (FPS)Policy=Guided-obs, Memory=FPS, Backbone=ResNet-18, γ=10⁻¹2026.05 | 34.15 | |
| RoTTA (CSTU)Policy=Class-guided, Memory=CSTU, Backbone=ResNet-18, γ=10⁻¹2026.05 | 24.17 | |
| RoTTA (CDS)Policy=Guided-obs, Memory=CDS, Backbone=ResNet-18, γ=10⁻¹2026.05 | 18.83 | |
| NOTE (PBRS)Policy=Class-guided, Memory=PBRS, Backbone=ResNet-18, γ=10⁻¹2026.05 | 18.11 | |
| Norm (PBRS)Policy=Class-guided, Memory=PBRS, Backbone=ResNet-18, γ=10⁻¹2026.05 | 8.87 | |
| Norm (Reservoir)Policy=Uninformed, Memory=Reservoir, Backbone=ResNet-18, γ=10⁻¹2026.05 | 8.27 | |
| RoTTAPolicy=Uninformed, Memory=None, Backbone=ResNet-18, γ=10⁻¹2026.05 | 5.08 | |
| Norm (CSTU)Policy=Class-guided, Memory=CSTU, Backbone=ResNet-18, γ=10⁻¹2026.05 | 5.07 | |
| Norm (CDS)Policy=Guided-obs, Memory=CDS, Backbone=ResNet-18, γ=10⁻¹2026.05 | 4.59 | |
| Norm (FPS)Policy=Guided-obs, Memory=FPS, Backbone=ResNet-18, γ=10⁻¹2026.05 | 4.19 | |
| NormPolicy=Uninformed, Memory=None, Backbone=ResNet-18, γ=10⁻¹2026.05 | 2.22 | |
| RoTTA (PBRS)Policy=Class-guided, Memory=PBRS, Backbone=ResNet-18, γ=10⁻¹2026.05 | 0.63 | |
| RoTTA (Reservoir)Policy=Uninformed, Memory=Reservoir, Backbone=ResNet-18, γ=10⁻¹2026.05 | 0.25 | |
| NOTEPolicy=Uninformed, Memory=None, Backbone=ResNet-18, γ=10⁻¹2026.05 | 0.23 | |
| NOTE (CSTU)Policy=Class-guided, Memory=CSTU, Backbone=ResNet-18, γ=10⁻¹2026.05 | 0.14 | |
| NOTE (CDS)Policy=Guided-obs, Memory=CDS, Backbone=ResNet-18, γ=10⁻¹2026.05 | 0.14 | |
| NOTE (FPS)Policy=Guided-obs, Memory=FPS, Backbone=ResNet-18, γ=10⁻¹2026.05 | 0.14 | |
| NOTE (Reservoir)Policy=Uninformed, Memory=Reservoir, Backbone=ResNet-18, γ=10⁻¹2026.05 | 0.13 |