# Image Classification on CIFAR-100S Dir(0.5) 100C Source: [Image Classification on CIFAR-100S Dir(0.5) 100C]() Collection index: [llms.txt]() Data updated: 2026-03-13T08:12:28.636Z Evaluation of Image Classification performance on the CIFAR-100S dataset variant, partitioned using a Dirichlet non-IID distribution setting (alpha=0.5) involving 100 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) 100C | | 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 | 36.58 | Not recorded | 69b399f50636e5bf4afbc9a9 | | pFedFDA | 33.69 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedPAC | 32.01 | Not recorded | 69b399f50636e5bf4afbc9a9 | | Ditto | 28.73 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedAvgFT | 27.9 | Not recorded | 69b399f50636e5bf4afbc9a9 | | pFedMe | 24.05 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedBABU | 23.19 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedAvg | 20.99 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedPer | 16.97 | Not recorded | 69b399f50636e5bf4afbc9a9 | | LG-FedAvg | 16.23 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedRep | 14.92 | Not recorded | 69b399f50636e5bf4afbc9a9 | | Local | 14.07 | Not recorded | 69b399f50636e5bf4afbc9a9 | ### pFedGM Accuracy: 36.58. Result ID: 69b3c6dd47f34ce9249db777. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### pFedFDA Accuracy: 33.69. Result ID: 69b3c6dd47f34ce9249db776. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedPAC Accuracy: 32.01. Result ID: 69b3c6dd47f34ce9249db772. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ditto Accuracy: 28.73. Result ID: 69b3c6dd47f34ce9249db76f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvgFT Accuracy: 27.9. Result ID: 69b3c6dd47f34ce9249db76e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### pFedMe Accuracy: 24.05. Result ID: 69b3c6dd47f34ce9249db775. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedBABU Accuracy: 23.19. Result ID: 69b3c6dd47f34ce9249db770. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Accuracy: 20.99. Result ID: 69b3c6dd47f34ce9249db76d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedPer Accuracy: 16.97. Result ID: 69b3c6dd47f34ce9249db774. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LG-FedAvg Accuracy: 16.23. Result ID: 69b3c6dd47f34ce9249db773. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedRep Accuracy: 14.92. Result ID: 69b3c6dd47f34ce9249db771. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Local Accuracy: 14.07. Result ID: 69b3c6dd47f34ce9249db76c. [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.