# Federated Continual Learning on ImageNet R Source: [Federated Continual Learning on ImageNet R]() Collection index: [llms.txt]() Data updated: 2026-06-11T09:56:25.882Z Evaluation of Federated Continual Learning performance on the ImageNet-R dataset, reporting metrics such as Average Accuracy (Avg), AIA, FM, FT, BT, and CT. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Federated Continual Learning | | Dataset (including any stated split) | ImageNet R | | Metric | Avg Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Avg Accuracy](): Higher is better; unit: PERCENT. - [AIA](): Higher is better; unit: PERCENT. - [FM Score](): Higher is better; unit: SCALAR. - [Forward Transfer (FT)](): Higher is better; unit: SCALAR. - [Backward Transfer (BT)](): Higher is better; unit: SCALAR. - [CT Score](): Higher is better; unit: SCALAR. - [Runtime (s)](): Lower is better; unit: TIME. - [AT Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg Accuracy | Result date | Report paper | | --- | --- | --- | --- | | C²Prompt | 87.2 | Not recorded | 68fa7b931e209131cea89385 | | Powder | 84.69 | Not recorded | 68fa7b931e209131cea89385 | | Fed-CODA | 79.65 | Not recorded | 68fa7b931e209131cea89385 | | Fed-L2P | 77.88 | Not recorded | 68fa7b931e209131cea89385 | | Fed-Dual | 76.85 | Not recorded | 68fa7b931e209131cea89385 | | Fed-CP | 76.75 | Not recorded | 68fa7b931e209131cea89385 | | GLFC | 72.96 | Not recorded | 68fa7b931e209131cea89385 | | Fedspace | 72.27 | Not recorded | 68fa7b931e209131cea89385 | | FedWEIT | 71.1 | Not recorded | 68fa7b931e209131cea89385 | | FedRAN | 69.8 | Not recorded | 6a2a412ad33dfb23e7839373 | | STSA | 68.6 | Not recorded | 6a2a412ad33dfb23e7839373 | | FedRAN | 67.76 | Not recorded | 6a2a412ad33dfb23e7839373 | | FedRAN | 67.45 | Not recorded | 6a2a412ad33dfb23e7839373 | | STSA | 65.38 | Not recorded | 6a2a412ad33dfb23e7839373 | | STSA | 65.05 | Not recorded | 6a2a412ad33dfb23e7839373 | | LoRM | 58 | Not recorded | 68fa7b931e209131cea89385 | | Fed-DualP | 56.61 | Not recorded | 6a2a412ad33dfb23e7839373 | | PiLoRA | 55.47 | Not recorded | 6a2a412ad33dfb23e7839373 | | Fed-CODAP | 55.1 | Not recorded | 6a2a412ad33dfb23e7839373 | | PiLoRA | 53.43 | Not recorded | 6a2a412ad33dfb23e7839373 | | Fed-DualP | 53.37 | Not recorded | 6a2a412ad33dfb23e7839373 | | PiLoRA | 51.85 | Not recorded | 6a2a412ad33dfb23e7839373 | | Fed-CPrompt | 51.09 | Not recorded | 6a2a412ad33dfb23e7839373 | | Fed-CODAP | 48.49 | Not recorded | 6a2a412ad33dfb23e7839373 | | CFeD | 47.93 | Not recorded | 68fa7b931e209131cea89385 | | Fed-MOS | 47.67 | Not recorded | 68fa7b931e209131cea89385 | | PILoRA | 45.43 | Not recorded | 68fa7b931e209131cea89385 | | Fed-CPrompt | 45.42 | Not recorded | 6a2a412ad33dfb23e7839373 | | Fed-DualP | 35.58 | Not recorded | 6a2a412ad33dfb23e7839373 | | Fed-CPrompt | 23.67 | Not recorded | 6a2a412ad33dfb23e7839373 | | Fed-CODAP | 23.22 | Not recorded | 6a2a412ad33dfb23e7839373 | ### C²Prompt Avg Accuracy: 87.2. Result ID: 69ae72b46dbb7075b95616fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.":"This Paper"}. This record does not assert independent reproduction. ### Powder Avg Accuracy: 84.69. Result ID: 69ae72b46dbb7075b95616f8. [Reporting paper]() Recorded evaluation configuration: {"Pub.":"ICML2024"}. This record does not assert independent reproduction. ### Fed-CODA Avg Accuracy: 79.65. Result ID: 69ae72b46dbb7075b95616f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.":"CVPR2023"}. This record does not assert independent reproduction. ### Fed-L2P Avg Accuracy: 77.88. Result ID: 69ae72b46dbb7075b95616f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pub.":"CVPR2022"}. This record does not assert independent reproduction. ### Fed-Dual Avg Accuracy: 76.85. Result ID: 69ae72b46dbb7075b95616f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.":"ECCV2022"}. This record does not assert independent reproduction. ### Fed-CP Avg Accuracy: 76.75. Result ID: 69ae72b46dbb7075b95616f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.":"ICML2023"}. This record does not assert independent reproduction. ### GLFC Avg Accuracy: 72.96. Result ID: 69ae72b46dbb7075b95616f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pub.":"CVPR 2022"}. This record does not assert independent reproduction. ### Fedspace Avg Accuracy: 72.27. Result ID: 69ae72b46dbb7075b95616f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.":"CVPR 2023"}. This record does not assert independent reproduction. ### FedWEIT Avg Accuracy: 71.1. Result ID: 69ae72b46dbb7075b95616f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.":"ICML2021"}. This record does not assert independent reproduction. ### FedRAN Avg Accuracy: 69.8. Result ID: 6a2a863ffbc373592c282a05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"1.0"}. This record does not assert independent reproduction. ### STSA Avg Accuracy: 68.6. Result ID: 6a2a863ffbc373592c282a02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"1.0"}. This record does not assert independent reproduction. ### FedRAN Avg Accuracy: 67.76. Result ID: 6a2a863ffbc373592c282a04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.5"}. This record does not assert independent reproduction. ### FedRAN Avg Accuracy: 67.45. Result ID: 6a2a863ffbc373592c282a03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.1"}. This record does not assert independent reproduction. ### STSA Avg Accuracy: 65.38. Result ID: 6a2a863ffbc373592c282a01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.5"}. This record does not assert independent reproduction. ### STSA Avg Accuracy: 65.05. Result ID: 6a2a863ffbc373592c282a00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.1"}. This record does not assert independent reproduction. ### LoRM Avg Accuracy: 58. Result ID: 69ae72b46dbb7075b95616fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.":"ICLR2025"}. This record does not assert independent reproduction. ### Fed-DualP Avg Accuracy: 56.61. Result ID: 6a2a863ffbc373592c2829f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"1.0"}. This record does not assert independent reproduction. ### PiLoRA Avg Accuracy: 55.47. Result ID: 6a2a863ffbc373592c2829ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"1.0"}. This record does not assert independent reproduction. ### Fed-CODAP Avg Accuracy: 55.1. Result ID: 6a2a863ffbc373592c2829f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"1.0"}. This record does not assert independent reproduction. ### PiLoRA Avg Accuracy: 53.43. Result ID: 6a2a863ffbc373592c2829fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.5"}. This record does not assert independent reproduction. ### Fed-DualP Avg Accuracy: 53.37. Result ID: 6a2a863ffbc373592c2829f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.5"}. This record does not assert independent reproduction. ### PiLoRA Avg Accuracy: 51.85. Result ID: 6a2a863ffbc373592c2829fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.1"}. This record does not assert independent reproduction. ### Fed-CPrompt Avg Accuracy: 51.09. Result ID: 6a2a863ffbc373592c2829fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"1.0"}. This record does not assert independent reproduction. ### Fed-CODAP Avg Accuracy: 48.49. Result ID: 6a2a863ffbc373592c2829f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.5"}. This record does not assert independent reproduction. ### CFeD Avg Accuracy: 47.93. Result ID: 69ae72b46dbb7075b95616f1. [Reporting paper]() Recorded evaluation configuration: {"Pub.":"IJCAI2022"}. This record does not assert independent reproduction. ### Fed-MOS Avg Accuracy: 47.67. Result ID: 69ae72b46dbb7075b95616fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.":"AAAI2025"}. This record does not assert independent reproduction. ### PILoRA Avg Accuracy: 45.43. Result ID: 69ae72b46dbb7075b95616f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pub.":"ECCV2024"}. This record does not assert independent reproduction. ### Fed-CPrompt Avg Accuracy: 45.42. Result ID: 6a2a863ffbc373592c2829fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.5"}. This record does not assert independent reproduction. ### Fed-DualP Avg Accuracy: 35.58. Result ID: 6a2a863ffbc373592c2829f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.1"}. This record does not assert independent reproduction. ### Fed-CPrompt Avg Accuracy: 23.67. Result ID: 6a2a863ffbc373592c2829fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.1"}. This record does not assert independent reproduction. ### Fed-CODAP Avg Accuracy: 23.22. Result ID: 6a2a863ffbc373592c2829f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","beta (Dirichlet setting)":"0.1"}. This record does not assert independent reproduction. Page 1 of 1. 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