# Multi-class classification on CIFAR100 Dirichlet non-IID setting (test) Source: [Multi-class classification on CIFAR100 Dirichlet non-IID setting (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:23.324Z Evaluation of Multi-class classification performance on the CIFAR-100 test set specifically configured under a Dirichlet non-IID distribution setting, measured using Top-5 accuracy. 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 | Multi-class classification | | Dataset (including any stated split) | CIFAR100 Dirichlet non-IID setting (test) | | Metric | Top-5 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-5 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SuPerFed-LM | 62.5 | Not recorded | 68fa6d301e209131cea383bb | | SuPerFed-LM | 61.64 | Not recorded | 68fa6d301e209131cea383bb | | SuPerFed-LM | 61.26 | Not recorded | 68fa6d301e209131cea383bb | | APFL | 61.13 | Not recorded | 68fa6d301e209131cea383bb | | SuPerFed-MM | 60.14 | Not recorded | 68fa6d301e209131cea383bb | | Ditto | 60.04 | Not recorded | 68fa6d301e209131cea383bb | | SuPerFed-MM | 59.08 | Not recorded | 68fa6d301e209131cea383bb | | APFL | 59.05 | Not recorded | 68fa6d301e209131cea383bb | | FedAvg | 59.04 | Not recorded | 68fa6d301e209131cea383bb | | FedProx | 58.75 | Not recorded | 68fa6d301e209131cea383bb | | Ditto | 58.73 | Not recorded | 68fa6d301e209131cea383bb | | APFL | 58.55 | Not recorded | 68fa6d301e209131cea383bb | | Ditto | 58.55 | Not recorded | 68fa6d301e209131cea383bb | | FedAvg | 58.49 | Not recorded | 68fa6d301e209131cea383bb | | SuPerFed-MM | 58.32 | Not recorded | 68fa6d301e209131cea383bb | | FedProx | 58.24 | Not recorded | 68fa6d301e209131cea383bb | | FedAvg | 58.12 | Not recorded | 68fa6d301e209131cea383bb | | FedProx | 57.71 | Not recorded | 68fa6d301e209131cea383bb | | SCAFFOLD | 51.4 | Not recorded | 68fa6d301e209131cea383bb | | SCAFFOLD | 51.16 | Not recorded | 68fa6d301e209131cea383bb | | SCAFFOLD | 50.07 | Not recorded | 68fa6d301e209131cea383bb | | FedPer | 46.78 | Not recorded | 68fa6d301e209131cea383bb | | FedRep | 38.49 | Not recorded | 68fa6d301e209131cea383bb | | FedPer | 35.73 | Not recorded | 68fa6d301e209131cea383bb | | FedPer | 35.52 | Not recorded | 68fa6d301e209131cea383bb | | LG-FedAvg | 28.88 | Not recorded | 68fa6d301e209131cea383bb | | FedRep | 26.61 | Not recorded | 68fa6d301e209131cea383bb | | FedRep | 24.5 | Not recorded | 68fa6d301e209131cea383bb | | LG-FedAvg | 21.25 | Not recorded | 68fa6d301e209131cea383bb | | LG-FedAvg | 20.05 | Not recorded | 68fa6d301e209131cea383bb | | pFedMe | 19 | Not recorded | 68fa6d301e209131cea383bb | | pFedMe | 18.28 | Not recorded | 68fa6d301e209131cea383bb | | pFedMe | 17.94 | Not recorded | 68fa6d301e209131cea383bb | ### SuPerFed-LM Top-5 Accuracy: 62.5. Result ID: 698f96473a6c314849fa5245. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### SuPerFed-LM Top-5 Accuracy: 61.64. Result ID: 698f96473a6c314849fa5246. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### SuPerFed-LM Top-5 Accuracy: 61.26. Result ID: 698f96473a6c314849fa5247. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### APFL Top-5 Accuracy: 61.13. Result ID: 698f96473a6c314849fa5236. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### SuPerFed-MM Top-5 Accuracy: 60.14. Result ID: 698f96473a6c314849fa5242. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Ditto Top-5 Accuracy: 60.04. Result ID: 698f96473a6c314849fa523c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### SuPerFed-MM Top-5 Accuracy: 59.08. Result ID: 698f96473a6c314849fa5244. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### APFL Top-5 Accuracy: 59.05. Result ID: 698f96473a6c314849fa5238. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedAvg Top-5 Accuracy: 59.04. Result ID: 698f96473a6c314849fa5228. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedProx Top-5 Accuracy: 58.75. Result ID: 698f96473a6c314849fa522c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Ditto Top-5 Accuracy: 58.73. Result ID: 698f96473a6c314849fa523e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### APFL Top-5 Accuracy: 58.55. Result ID: 698f96473a6c314849fa5237. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Ditto Top-5 Accuracy: 58.55. Result ID: 698f96473a6c314849fa523d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedAvg Top-5 Accuracy: 58.49. Result ID: 698f96473a6c314849fa5229. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### SuPerFed-MM Top-5 Accuracy: 58.32. Result ID: 698f96473a6c314849fa5243. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedProx Top-5 Accuracy: 58.24. Result ID: 698f96473a6c314849fa522b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedAvg Top-5 Accuracy: 58.12. Result ID: 698f96473a6c314849fa5227. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedProx Top-5 Accuracy: 57.71. Result ID: 698f96473a6c314849fa522a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### SCAFFOLD Top-5 Accuracy: 51.4. Result ID: 698f96473a6c314849fa522e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### SCAFFOLD Top-5 Accuracy: 51.16. Result ID: 698f96473a6c314849fa522d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### SCAFFOLD Top-5 Accuracy: 50.07. Result ID: 698f96473a6c314849fa522f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedPer Top-5 Accuracy: 46.78. Result ID: 698f96473a6c314849fa5233. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedRep Top-5 Accuracy: 38.49. Result ID: 698f96473a6c314849fa523f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedPer Top-5 Accuracy: 35.73. Result ID: 698f96473a6c314849fa5234. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedPer Top-5 Accuracy: 35.52. Result ID: 698f96473a6c314849fa5235. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### LG-FedAvg Top-5 Accuracy: 28.88. Result ID: 698f96473a6c314849fa5230. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedRep Top-5 Accuracy: 26.61. Result ID: 698f96473a6c314849fa5240. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### FedRep Top-5 Accuracy: 24.5. Result ID: 698f96473a6c314849fa5241. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### LG-FedAvg Top-5 Accuracy: 21.25. Result ID: 698f96473a6c314849fa5231. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### LG-FedAvg Top-5 Accuracy: 20.05. Result ID: 698f96473a6c314849fa5232. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### pFedMe Top-5 Accuracy: 19. Result ID: 698f96473a6c314849fa5239. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":1,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### pFedMe Top-5 Accuracy: 18.28. Result ID: 698f96473a6c314849fa523b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":100,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### pFedMe Top-5 Accuracy: 17.94. Result ID: 698f96473a6c314849fa523a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"concentration (alpha)":10,"# clients":100,"Backbone":"ResNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.