# Image Classification on CIFAR-100 (20 Personalized Clients) Source: [Image Classification on CIFAR-100 (20 Personalized Clients)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:23.639Z Evaluation of Image Classification performance on CIFAR-100 using a personalized federated learning setup involving 20 distinct clients, reporting individual client accuracies and the overall average. 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 | Image Classification | | Dataset (including any stated split) | CIFAR-100 20 clients (personalized) | | Metric | Client 1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Client 1 Accuracy](): Higher is better; unit: PERCENT. - [Client 2 Accuracy](): Higher is better; unit: PERCENT. - [Client 3 Accuracy](): Higher is better; unit: PERCENT. - [Client 4 Accuracy](): Higher is better; unit: PERCENT. - [Client 5 Accuracy](): Higher is better; unit: PERCENT. - [Client 6 Accuracy](): Higher is better; unit: PERCENT. - [Client 7 Accuracy](): Higher is better; unit: PERCENT. - [Client 8 Accuracy](): Higher is better; unit: PERCENT. - [Client 9 Accuracy](): Higher is better; unit: PERCENT. - [Client 10 Accuracy](): Higher is better; unit: PERCENT. - [Client 11 Accuracy](): Higher is better; unit: PERCENT. - [Client 12 Accuracy](): Higher is better; unit: PERCENT. - [Client 13 Accuracy](): Higher is better; unit: PERCENT. - [Client 14 Accuracy](): Higher is better; unit: PERCENT. - [Client 15 Accuracy](): Higher is better; unit: PERCENT. - [Client 16 Accuracy](): Higher is better; unit: PERCENT. - [Client 17 Accuracy](): Higher is better; unit: PERCENT. - [Client 18 Accuracy](): Higher is better; unit: PERCENT. - [Client 19 Accuracy](): Higher is better; unit: PERCENT. - [Client 20 Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Client 1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedDPA | 67.41 | Not recorded | 699d30956017c4460ffab499 | | Local | 63.53 | Not recorded | 699d30956017c4460ffab499 | | POTARA | 62.39 | Not recorded | 699d30956017c4460ffab499 | | Fisher Merging | 62 | Not recorded | 699d30956017c4460ffab499 | | FedSA | 61.28 | Not recorded | 699d30956017c4460ffab499 | | FedIT | 59.52 | Not recorded | 699d30956017c4460ffab499 | | FFA-LoRA | 44.37 | Not recorded | 699d30956017c4460ffab499 | ### FedDPA Client 1 Accuracy: 67.41. Result ID: 699e268f5698665ec4e11f58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Local Client 1 Accuracy: 63.53. Result ID: 699e268f5698665ec4e11f54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### POTARA Client 1 Accuracy: 62.39. Result ID: 699e268f5698665ec4e11f5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fisher Merging Client 1 Accuracy: 62. Result ID: 699e268f5698665ec4e11f59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedSA Client 1 Accuracy: 61.28. Result ID: 699e268f5698665ec4e11f56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedIT Client 1 Accuracy: 59.52. Result ID: 699e268f5698665ec4e11f57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FFA-LoRA Client 1 Accuracy: 44.37. Result ID: 699e268f5698665ec4e11f55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.