Federated Continual Learning on ImageNet R
87.2Avg AccuracyC²Prompt
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| C²PromptPub.=This Paper2025.09 | 87.2 | 85.93 | -0.36 | 7.63 | 1.12 | 8.52 | — | — | |
| PowderPub.=ICML20242025.09 | 84.69 | 84.08 | -0.54 | 4.48 | 1.95 | 6.04 | — | — | |
| Fed-CODAPub.=CVPR20232025.09 | 79.65 | 75.14 | -0.68 | -2.53 | 1.69 | -1.18 | — | — | |
| Fed-L2PPub.=CVPR20222025.09 | 77.88 | 75.03 | 0.41 | -2.79 | -0.17 | -2.92 | — | — | |
| Fed-DualPub.=ECCV20222025.09 | 76.85 | 74.91 | 0.49 | -3.12 | 0.22 | -2.95 | — | — | |
| Fed-CPPub.=ICML20232025.09 | 76.75 | 72.59 | 0.63 | -3.16 | 0 | -3.16 | — | — | |
| GLFCPub.=CVPR 20222025.09 | 72.96 | 75.21 | 1.1 | -3.87 | -1.55 | -5.11 | — | — | |
| FedspacePub.=CVPR 20232025.09 | 72.27 | 73.36 | 2.01 | -2.6 | -4.91 | -5.95 | — | — | |
| FedWEITPub.=ICML20212025.09 | 71.1 | 74.3 | 1.8 | -2.39 | -1.83 | -3.86 | — | — | |
| FedRANBackbone=ViT-B/16, beta (Dirichlet setting)=1.02026.06 | 69.8 | — | — | — | — | — | — | 63.54 | |
| STSABackbone=ViT-B/16, beta (Dirichlet setting)=1.02026.06 | 68.6 | — | — | — | — | — | — | 61.29 | |
| FedRANBackbone=ViT-B/16, beta (Dirichlet setting)=0.52026.06 | 67.76 | — | — | — | — | — | — | 59.57 | |
| FedRANBackbone=ViT-B/16, beta (Dirichlet setting)=0.12026.06 | 67.45 | — | — | — | — | — | — | 59.22 | |
| STSABackbone=ViT-B/16, beta (Dirichlet setting)=0.52026.06 | 65.38 | — | — | — | — | — | — | 58.65 | |
| STSABackbone=ViT-B/16, beta (Dirichlet setting)=0.12026.06 | 65.05 | — | — | — | — | — | — | 58.34 | |
| LoRMPub.=ICLR20252025.09 | 58 | 67.78 | 8.71 | -4.67 | -9.22 | -13.7 | — | — | |
| Fed-DualPBackbone=ViT-B/16, beta (Dirichlet setting)=1.02026.06 | 56.61 | — | — | — | — | — | — | 48.58 | |
| PiLoRABackbone=ViT-B/16, beta (Dirichlet setting)=1.02026.06 | 55.47 | — | — | — | — | — | — | 51.92 | |
| Fed-CODAPBackbone=ViT-B/16, beta (Dirichlet setting)=1.02026.06 | 55.1 | — | — | — | — | — | — | 51.13 | |
| PiLoRABackbone=ViT-B/16, beta (Dirichlet setting)=0.52026.06 | 53.43 | — | — | — | — | — | — | 50.18 | |
| Fed-DualPBackbone=ViT-B/16, beta (Dirichlet setting)=0.52026.06 | 53.37 | — | — | — | — | — | — | 45.25 | |
| PiLoRABackbone=ViT-B/16, beta (Dirichlet setting)=0.12026.06 | 51.85 | — | — | — | — | — | — | 47.85 | |
| Fed-CPromptBackbone=ViT-B/16, beta (Dirichlet setting)=1.02026.06 | 51.09 | — | — | — | — | — | — | 47.28 | |
| Fed-CODAPBackbone=ViT-B/16, beta (Dirichlet setting)=0.52026.06 | 48.49 | — | — | — | — | — | — | 43 | |
| CFeDPub.=IJCAI20222025.09 | 47.93 | 59.79 | 3.81 | -17.67 | -14.92 | -29.6 | — | — | |
| Fed-MOSPub.=AAAI20252025.09 | 47.67 | 47.08 | 1.4 | -3.3 | -0.12 | -3.37 | — | — | |
| PILoRAPub.=ECCV20242025.09 | 45.43 | 48.72 | 0.92 | -5.75 | -7.32 | -12.54 | — | — | |
| Fed-CPromptBackbone=ViT-B/16, beta (Dirichlet setting)=0.52026.06 | 45.42 | — | — | — | — | — | — | 39.12 | |
| Fed-DualPBackbone=ViT-B/16, beta (Dirichlet setting)=0.12026.06 | 35.58 | — | — | — | — | — | — | 27.92 | |
| Fed-CPromptBackbone=ViT-B/16, beta (Dirichlet setting)=0.12026.06 | 23.67 | — | — | — | — | — | — | 16.87 | |
| Fed-CODAPBackbone=ViT-B/16, beta (Dirichlet setting)=0.12026.06 | 23.22 | — | — | — | — | — | — | 15.15 | |
| FedEWCBackbone=ViT-B/162026.06 | — | — | — | — | — | — | 698.43 | — | |
| FediCaRLBackbone=ViT-B/162026.06 | — | — | — | — | — | — | 646.68 | — | |
| FedLwFBackbone=ViT-B/162026.06 | — | — | — | — | — | — | 559.71 | — | |
| FedRANBackbone=ViT-B/162026.06 | — | — | — | — | — | — | 2.48 | — | |
| FinetuneBackbone=ViT-B/162026.06 | — | — | — | — | — | — | 589.72 | — | |
| STSABackbone=ViT-B/162026.06 | — | — | — | — | — | — | 2.13 | — | |
| TARGETBackbone=ViT-B/162026.06 | — | — | — | — | — | — | 567.28 | — |