Image Classification on CIFAR-100 (test) (Alpha Accuracy Profile)
62.3Accuracy (alpha=0.1)FedTSP-CLIP-FT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedTSP-CLIP-FTSetting=Personalized Federated Learning, Encoder=CLIP, fine-tuning=true2025.03 | 62.3 | 42.05 | 38.3 | |
| FedTSP-BERT-FTSetting=Personalized Federated Learning, Encoder=BERT, fine-tuning=true2025.03 | 61.05 | 41.4 | 38.5 | |
| FedBABU-FTSetting=Personalized Federated Learning, fine-tuning=true2025.03 | 60.1 | 40.95 | 38.05 | |
| FedAvg-FTSetting=Personalized Federated Learning, fine-tuning=true2025.03 | 60.08 | 40.72 | 37.54 | |
| FedPACSetting=Personalized Federated Learning2025.03 | 58.19 | 38.2 | 34.44 | |
| FedETF-PerSetting=Personalized Federated Learning, personalization=true2025.03 | 57 | 36.87 | 35.18 | |
| FedFA-FTSetting=Personalized Federated Learning, fine-tuning=true2025.03 | 42.62 | 33.39 | 33.88 | |
| FedPCLSetting=Personalized Federated Learning2025.03 | 42.61 | 18.19 | 12.68 | |
| FedTSP-CLIPSetting=General Federated Learning, Encoder=CLIP2025.03 | 37.98 | 34.1 | 34.38 | |
| FedTSP-BERTSetting=General Federated Learning, Encoder=BERT2025.03 | 37.27 | 34.58 | 34.3 | |
| FedBABUSetting=General Federated Learning2025.03 | 36.37 | 33.02 | 33.61 | |
| FedFASetting=General Federated Learning2025.03 | 35.16 | 34.07 | 34.69 | |
| FedAvgSetting=General Federated Learning2025.03 | 34.47 | 31.96 | 33.2 | |
| FedETFSetting=General Federated Learning2025.03 | 33.84 | 31.1 | 32.24 |