Image Classification on Food101 Pathological Non-IID (test)
92.73AccuracyFedOTP
Evaluation results
| Method | Links | |
|---|---|---|
| FedOTPBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 92.73 | |
| pFedPromptBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 92.26 | |
| CoOpBackbone=ResNet-50, Federated Learning Setting=Local Training, Number of Clients=102024.02 | 82.54 | |
| PromptFL+FTBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 77.16 | |
| Zero-Shot CLIPBackbone=ResNet-50, Federated Learning Setting=Local Training (Zero-shot), Number of Clients=102024.02 | 75.27 | |
| PromptFLBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 74.81 | |
| PromptFL+FedAMPBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 74.48 | |
| PromptFL+FedProxBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 73.96 | |
| PromptFL+FedPerBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 71.29 |