# Image Classification on CIFAR-100S Dir(0.5) 50C Source: [Image Classification on CIFAR-100S Dir(0.5) 50C]() Collection index: [llms.txt]() Data updated: 2026-03-13T08:12:28.610Z Evaluation of Image Classification performance on the CIFAR-100S dataset variant, partitioned using a Dirichlet non-IID distribution setting (alpha=0.5) involving 50 specific conditions or clients, measured by 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 | Image Classification | | Dataset (including any stated split) | CIFAR-100S Dir(0.5) 50C | | Metric | Accuracy (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 | | --- | --- | --- | --- | | pFedGM | 39.05 | Not recorded | 69b399f50636e5bf4afbc9a9 | | pFedFDA | 37.79 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedPAC | 34.93 | Not recorded | 69b399f50636e5bf4afbc9a9 | | Ditto | 30.22 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedAvgFT | 29.42 | Not recorded | 69b399f50636e5bf4afbc9a9 | | pFedMe | 24.49 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedBABU | 24.21 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedAvg | 23.43 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedPer | 16.91 | Not recorded | 69b399f50636e5bf4afbc9a9 | | LG-FedAvg | 16.55 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedRep | 15.36 | Not recorded | 69b399f50636e5bf4afbc9a9 | | Local | 14.13 | Not recorded | 69b399f50636e5bf4afbc9a9 | ### pFedGM Accuracy (%): 39.05. Result ID: 69b3c6dd47f34ce9249db76b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### pFedFDA Accuracy (%): 37.79. Result ID: 69b3c6dd47f34ce9249db76a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedPAC Accuracy (%): 34.93. Result ID: 69b3c6dd47f34ce9249db766. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ditto Accuracy (%): 30.22. Result ID: 69b3c6dd47f34ce9249db763. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvgFT Accuracy (%): 29.42. Result ID: 69b3c6dd47f34ce9249db762. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### pFedMe Accuracy (%): 24.49. Result ID: 69b3c6dd47f34ce9249db769. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedBABU Accuracy (%): 24.21. Result ID: 69b3c6dd47f34ce9249db764. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Accuracy (%): 23.43. Result ID: 69b3c6dd47f34ce9249db761. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedPer Accuracy (%): 16.91. Result ID: 69b3c6dd47f34ce9249db768. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LG-FedAvg Accuracy (%): 16.55. Result ID: 69b3c6dd47f34ce9249db767. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedRep Accuracy (%): 15.36. Result ID: 69b3c6dd47f34ce9249db765. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Local Accuracy (%): 14.13. Result ID: 69b3c6dd47f34ce9249db760. [Reporting 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.