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ResearchFormerly WizWand

Domain-Incremental Learning on DomainNet 6-split

29.64AccuracyFedProTIP (-t)
9.765614.925320.08525.2447Sep 25, 2025
Updated 4mo ago

Evaluation results

MethodLinks
FedProTIP (-t)Data Heterogeneity (Dirichlet α)=IID, Inference Protocol=Task-agnostic inference2025.0929.646.38
FedProTIP (-t)Data Heterogeneity (Dirichlet α)=α = 0.5, Inference Protocol=Task-agnostic inference2025.0928.856.43
FedProTIP (-t)Data Heterogeneity (Dirichlet α)=α = 0.2, Inference Protocol=Task-agnostic inference2025.0928.746.14
FedProTIPData Heterogeneity (Dirichlet α)=IID, Inference Protocol=Task-agnostic inference2025.0927.62.89
FedProTIPData Heterogeneity (Dirichlet α)=α = 0.2, Inference Protocol=Task-agnostic inference2025.0925.982.88
FedProTIPData Heterogeneity (Dirichlet α)=α = 0.5, Inference Protocol=Task-agnostic inference2025.0925.33.76
FOTData Heterogeneity (Dirichlet α)=IID, Inference Protocol=Task-agnostic inference2025.0924.598.85
FOTData Heterogeneity (Dirichlet α)=α = 0.5, Inference Protocol=Task-agnostic inference2025.0924.138.44
FOTData Heterogeneity (Dirichlet α)=α = 0.2, Inference Protocol=Task-agnostic inference2025.0923.848.33
LANDERData Heterogeneity (Dirichlet α)=α = 0.2, Inference Protocol=Task-agnostic inference2025.0922.118.59
LANDERData Heterogeneity (Dirichlet α)=IID, Inference Protocol=Task-agnostic inference2025.0921.888.9
LANDERData Heterogeneity (Dirichlet α)=α = 0.5, Inference Protocol=Task-agnostic inference2025.0921.5910.27
TARGETData Heterogeneity (Dirichlet α)=IID, Inference Protocol=Task-agnostic inference2025.0921.539.73
TARGETData Heterogeneity (Dirichlet α)=α = 0.2, Inference Protocol=Task-agnostic inference2025.0920.648.31
TARGETData Heterogeneity (Dirichlet α)=α = 0.5, Inference Protocol=Task-agnostic inference2025.0920.617.89
FedAvgData Heterogeneity (Dirichlet α)=IID, Inference Protocol=Task-agnostic inference2025.0910.7927.74
FedAvgData Heterogeneity (Dirichlet α)=α = 0.5, Inference Protocol=Task-agnostic inference2025.0910.7225.66
FedAvgData Heterogeneity (Dirichlet α)=α = 0.2, Inference Protocol=Task-agnostic inference2025.0910.5325.57