Image Classification on Office-Caltech-10 (test)
98.65Average AccuracyFedDTL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FedDTLData Volume=Full-data, Shift Setting=one2026.05 | 98.65 | — | — | — | — | — | — | |
| FedDTLData Volume=Full-data, Shift Setting=Dir(0.1)2026.05 | 98.65 | — | — | — | — | — | — | |
| FedPGPData Volume=Full-data, Shift Setting=one2026.05 | 98.64 | — | — | — | — | — | — | |
| PromptFLData Volume=Full-data, Shift Setting=one2026.05 | 98.49 | — | — | — | — | — | — | |
| FedMaPLeData Volume=Few-shot, Shift Setting=one2026.05 | 98.44 | — | — | — | — | — | — | |
| FedDTLData Volume=Few-shot, Shift Setting=one2026.05 | 98.33 | — | — | — | — | — | — | |
| PromptFLData Volume=Few-shot, Shift Setting=one2026.05 | 98.24 | — | — | — | — | — | — | |
| pFedMMAData Volume=Full-data, Shift Setting=one2026.05 | 98.23 | — | — | — | — | — | — | |
| pFedMMAData Volume=Few-shot, Shift Setting=one2026.05 | 98.22 | — | — | — | — | — | — | |
| FedDTLData Volume=Few-shot, Shift Setting=Dir(0.1)2026.05 | 98.2 | — | — | — | — | — | — | |
| FedMaPLeData Volume=Few-shot, Shift Setting=Dir(0.1)2026.05 | 98.07 | — | — | — | — | — | — | |
| FedMaPLeData Volume=Full-data, Shift Setting=one2026.05 | 98.02 | — | — | — | — | — | — | |
| FedPGPData Volume=Few-shot, Shift Setting=one2026.05 | 97.89 | — | — | — | — | — | — | |
| PromptFLData Volume=Full-data, Shift Setting=Dir(0.1)2026.05 | 97.87 | — | — | — | — | — | — | |
| FedPGPData Volume=Few-shot, Shift Setting=Dir(0.1)2026.05 | 97.75 | — | — | — | — | — | — | |
| pFedDCData Volume=Full-data, Shift Setting=one2026.05 | 97.4 | — | — | — | — | — | — | |
| PromptFLData Volume=Few-shot, Shift Setting=Dir(0.1)2026.05 | 97.03 | — | — | — | — | — | — | |
| FedMaPLeData Volume=Full-data, Shift Setting=Dir(0.1)2026.05 | 96.55 | — | — | — | — | — | — | |
| pFedDCData Volume=Few-shot, Shift Setting=one2026.05 | 96.54 | — | — | — | — | — | — | |
| FedPGPData Volume=Full-data, Shift Setting=Dir(0.1)2026.05 | 96.12 | — | — | — | — | — | — | |
| CLIPData Volume=Few-shot, Shift Setting=one2026.05 | 92.88 | — | — | — | — | — | — | |
| CLIPData Volume=Few-shot, Shift Setting=Dir(0.1)2026.05 | 92.88 | — | — | — | — | — | — | |
| CLIPData Volume=Full-data, Shift Setting=one2026.05 | 92.88 | — | — | — | — | — | — | |
| CLIPData Volume=Full-data, Shift Setting=Dir(0.1)2026.05 | 92.88 | — | — | — | — | — | — | |
| FDSE2025.03 | 91.58 | 87.15 | — | — | — | — | — | |
| Ditto2025.03 | 88.72 | 84.12 | — | — | — | — | — | |
| PartialFed2025.03 | 88.33 | 82.7 | — | — | — | — | — | |
| FedDyn2025.03 | 87.8 | 82.77 | — | — | — | — | — | |
| FedProx2025.03 | 87.36 | 82.69 | — | — | — | — | — | |
| LG-FedAvg2025.03 | 87.29 | 82.69 | — | — | — | — | — | |
| FedBN2025.03 | 87.01 | 83.08 | — | — | — | — | — | |
| FedFA2025.03 | 86.69 | 82.98 | — | — | — | — | — | |
| FedHeal2025.03 | 86.29 | 81.73 | — | — | — | — | — | |
| FedAvg2025.03 | 86.26 | 82.6 | — | — | — | — | — | |
| Scaffold2025.03 | 85.87 | 80.86 | — | — | — | — | — | |
| MOON2025.03 | 82.48 | 80.12 | — | — | — | — | — | |
| pFedMMAData Volume=Few-shot, Shift Setting=Dir(0.1)2026.05 | 82.25 | — | — | — | — | — | — | |
| pFedMMAData Volume=Full-data, Shift Setting=Dir(0.1)2026.05 | 78.56 | — | — | — | — | — | — | |
| FedDAPBackbone=ResNet-102026.04 | 72.53 | — | 82.42 | 73.75 | 65.33 | 68.62 | 15.06 | |
| pFedDCData Volume=Few-shot, Shift Setting=Dir(0.1)2026.05 | 72.01 | — | — | — | — | — | — | |
| pFedDCData Volume=Full-data, Shift Setting=Dir(0.1)2026.05 | 70.71 | — | — | — | — | — | — | |
| FedPLVMBackbone=ResNet-102026.04 | 68.77 | — | 80.41 | 69.39 | 61.33 | 63.95 | 11.3 | |
| FPLBackbone=ResNet-102026.04 | 67.52 | — | 78.23 | 72.25 | 52.67 | 66.91 | 10.05 | |
| FedRDNBackbone=ResNet-102026.04 | 65.54 | — | 73.71 | 62.95 | 70.67 | 54.83 | 8.07 | |
| FedProtoBackbone=ResNet-102026.04 | 64.69 | — | 78.52 | 66.3 | 55.33 | 58.62 | 7.22 | |
| COPABackbone=ResNet-102026.04 | 64.5 | — | 80.21 | 70.82 | 55.33 | 51.72 | 7.03 | |
| Local2025.03 | 62.72 | 64.47 | — | — | — | — | — | |
| FedGABackbone=ResNet-102026.04 | 62.49 | — | 76.11 | 65.27 | 51.33 | 57.24 | 5.02 | |
| FedPLVM2024.03 | 60.65 | — | 57.03 | 42.71 | 61.5 | 81.36 | 7.55 | |
| FedProxBackbone=ResNet-102026.04 | 59.96 | — | 75.77 | 66.32 | 42.33 | 55.42 | 2.49 | |
| MOONBackbone=ResNet-102026.04 | 59.89 | — | 77.19 | 64.25 | 43 | 55.15 | 2.42 | |
| FedFA2024.03 | 58.99 | — | 56.46 | 40.91 | 60 | 78.58 | 5.89 | |
| FPL2024.03 | 58.55 | — | 54.38 | 38.24 | 61.25 | 80.34 | 5.45 | |
| FedAvgBackbone=ResNet-102026.04 | 57.47 | — | 78.63 | 67.95 | 34 | 49.31 | — | |
| FedPCL2024.03 | 57.34 | — | 53.65 | 38.93 | 58.13 | 78.64 | 4.24 | |
| FedProto2024.03 | 55.45 | — | 49.31 | 36.07 | 57.38 | 79.05 | 2.35 | |
| FedProx2024.03 | 53.47 | — | 47.74 | 36.44 | 56.25 | 73.45 | 0.37 | |
| FedAvg2024.03 | 53.1 | — | 48.26 | 35.11 | 57.29 | 71.75 | — | |
| COPA2023.12 | — | 62.3 | 51.9 | 46.7 | 65.6 | 85 | — | |
| Fed-CO22023.12 | — | 74.5 | 63 | 49.1 | 89.4 | 96.6 | — | |
| FedAvg2023.12 | — | 62.7 | 54.1 | 44.8 | 66.9 | 85.1 | — | |
| FedBN2023.12 | — | 70.5 | 63 | 45.3 | 83.1 | 90.5 | — | |
| FedL2Palpha=1000, local_epochs=152023.10 | — | 88.85 | — | — | — | — | — | |
| FedPer2023.12 | — | 56 | 49 | 37.1 | 57.7 | 79.7 | — | |
| FedProx2023.12 | — | 62 | 54.2 | 44.5 | 65 | 84.4 | — | |
| FedRoD2023.12 | — | 65.8 | 60.4 | 45.3 | 73.7 | 83.7 | — | |
| Fine-tuning (BN C)alpha=1000, BN_statistics=Client, local_epochs=152023.10 | — | 80.97 | — | — | — | — | — | |
| Fine-tuning (BN G)alpha=1000, BN_statistics=Global, local_epochs=152023.10 | — | 36.02 | — | — | — | — | — | |
| Fine-tuning (BN I)alpha=1000, BN_statistics=Incoming, local_epochs=152023.10 | — | 81.43 | — | — | — | — | — | |
| L2Palpha=1000, local_epochs=152023.10 | — | 75.52 | — | — | — | — | — | |
| MOON2023.12 | — | 65.2 | 57.3 | 44.4 | 76.2 | 83.1 | — | |
| SingleSet2023.12 | — | 65.1 | 54.9 | 40.2 | 78.7 | 86.4 | — |