# Image Classification on CIFAR-100 Dirichlet-0.05 (test) Source: [Image Classification on CIFAR-100 Dirichlet-0.05 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:20.959Z Evaluation of Image Classification performance on the CIFAR-100 test set partitioned using a Dirichlet non-IID distribution setting with alpha=0.05. 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 Dirichlet-0.05 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 20 of 20 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedPAC\_Muon | 65.56 | Not recorded | 699d30be6017c4460ffab702 | | FedPAC\_SOAP | 64.16 | Not recorded | 699d30be6017c4460ffab702 | | FedCM | 62.65 | Not recorded | 699d30be6017c4460ffab702 | | Local SOAP | 58.16 | Not recorded | 699d30be6017c4460ffab702 | | FedAvg | 56.75 | Not recorded | 699d30be6017c4460ffab702 | | SCAFFOLD | 56.43 | Not recorded | 699d30be6017c4460ffab702 | | Local AdamW | 55.24 | Not recorded | 699d30be6017c4460ffab702 | | FedPAC\_Sophia | 53.66 | Not recorded | 699d30be6017c4460ffab702 | | Local Sophia | 50.89 | Not recorded | 699d30be6017c4460ffab702 | | Local Muon | 49.86 | Not recorded | 699d30be6017c4460ffab702 | | FedPAC\_SOAP | 47.55 | Not recorded | 699d30be6017c4460ffab702 | | FedPAC\_Muon | 41.76 | Not recorded | 699d30be6017c4460ffab702 | | Local SOAP | 41.68 | Not recorded | 699d30be6017c4460ffab702 | | Local Muon | 39.68 | Not recorded | 699d30be6017c4460ffab702 | | Local AdamW | 36.06 | Not recorded | 699d30be6017c4460ffab702 | | FedPAC\_Sophia | 32.71 | Not recorded | 699d30be6017c4460ffab702 | | Local Sophia | 32.25 | Not recorded | 699d30be6017c4460ffab702 | | FedAvg | 23.42 | Not recorded | 699d30be6017c4460ffab702 | | SCAFFOLD | 23.23 | Not recorded | 699d30be6017c4460ffab702 | | FedCM | 14.74 | Not recorded | 699d30be6017c4460ffab702 | ### FedPAC\_Muon Accuracy: 65.56. Result ID: 699e49425698665ec4076f6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedPAC\_SOAP Accuracy: 64.16. Result ID: 699e49425698665ec4076f6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedCM Accuracy: 62.65. Result ID: 699e49425698665ec4076f68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Local SOAP Accuracy: 58.16. Result ID: 699e49425698665ec4076f6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 56.75. Result ID: 699e49425698665ec4076f66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 56.43. Result ID: 699e49425698665ec4076f67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Local AdamW Accuracy: 55.24. Result ID: 699e49425698665ec4076f69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedPAC\_Sophia Accuracy: 53.66. Result ID: 699e49425698665ec4076f6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Local Sophia Accuracy: 50.89. Result ID: 699e49425698665ec4076f6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Local Muon Accuracy: 49.86. Result ID: 699e49425698665ec4076f6c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedPAC\_SOAP Accuracy: 47.55. Result ID: 699e49425698665ec4076f79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction. ### FedPAC\_Muon Accuracy: 41.76. Result ID: 699e49425698665ec4076f77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction. ### Local SOAP Accuracy: 41.68. Result ID: 699e49425698665ec4076f78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction. ### Local Muon Accuracy: 39.68. Result ID: 699e49425698665ec4076f76. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction. ### Local AdamW Accuracy: 36.06. Result ID: 699e49425698665ec4076f73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction. ### FedPAC\_Sophia Accuracy: 32.71. Result ID: 699e49425698665ec4076f75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction. ### Local Sophia Accuracy: 32.25. Result ID: 699e49425698665ec4076f74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 23.42. Result ID: 699e49425698665ec4076f70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 23.23. Result ID: 699e49425698665ec4076f71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction. ### FedCM Accuracy: 14.74. Result ID: 699e49425698665ec4076f72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Tiny"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.