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ResearchFormerly WizWand

Image Classification on Caltech101 Pathological Non-IID (test)

97.02AccuracyFedOTP
84.664887.872491.0894.2876Feb 29, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FedOTPBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.0297.02
pFedPromptBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.0296.54
CoOpBackbone=ResNet-50, Federated Learning Setting=Local Training, Number of Clients=102024.0290.41
PromptFL+FTBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.0289.7
PromptFLBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.0287.9
PromptFL+FedProxBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.0287.8
PromptFL+FedAMPBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.0287.31
PromptFL+FedPerBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.0286.72
Zero-Shot CLIPBackbone=ResNet-50, Federated Learning Setting=Local Training (Zero-shot), Number of Clients=102024.0285.14