Image Classification on Caltech101 Pathological Non-IID (test)
97.02AccuracyFedOTP
Evaluation Results
| Method | Links | |
|---|---|---|
| FedOTPBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 97.02 | |
| pFedPromptBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 96.54 | |
| CoOpBackbone=ResNet-50, Federated Learning Setting=Local Training, Number of Clients=102024.02 | 90.41 | |
| PromptFL+FTBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 89.7 | |
| PromptFLBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 87.9 | |
| PromptFL+FedProxBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 87.8 | |
| PromptFL+FedAMPBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 87.31 | |
| PromptFL+FedPerBackbone=ResNet-50, Federated Learning Setting=Pathological Non-IID, Number of Clients=102024.02 | 86.72 | |
| Zero-Shot CLIPBackbone=ResNet-50, Federated Learning Setting=Local Training (Zero-shot), Number of Clients=102024.02 | 85.14 |