# Image Classification on CIFAR-100S Dir(0.1) 100C Source: [Image Classification on CIFAR-100S Dir(0.1) 100C]() Collection index: [llms.txt]() Data updated: 2026-03-13T08:12:28.582Z Evaluation of Image Classification performance on the CIFAR-100S dataset variant, partitioned using a Dirichlet non-IID distribution setting (alpha=0.1) 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(0.1) 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 | 53.72 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedPAC | 50.79 | Not recorded | 69b399f50636e5bf4afbc9a9 | | Ditto | 47.9 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedAvgFT | 46.99 | Not recorded | 69b399f50636e5bf4afbc9a9 | | pFedFDA | 46.81 | Not recorded | 69b399f50636e5bf4afbc9a9 | | pFedMe | 43.01 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedPer | 39.76 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedRep | 37.4 | Not recorded | 69b399f50636e5bf4afbc9a9 | | LG-FedAvg | 37.08 | Not recorded | 69b399f50636e5bf4afbc9a9 | | Local | 35.51 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedBABU | 35.14 | Not recorded | 69b399f50636e5bf4afbc9a9 | | FedAvg | 19.85 | Not recorded | 69b399f50636e5bf4afbc9a9 | ### pFedGM Accuracy: 53.72. Result ID: 69b3c6dd47f34ce9249db75f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedPAC Accuracy: 50.79. Result ID: 69b3c6dd47f34ce9249db75a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ditto Accuracy: 47.9. Result ID: 69b3c6dd47f34ce9249db757. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvgFT Accuracy: 46.99. Result ID: 69b3c6dd47f34ce9249db756. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### pFedFDA Accuracy: 46.81. Result ID: 69b3c6dd47f34ce9249db75e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### pFedMe Accuracy: 43.01. Result ID: 69b3c6dd47f34ce9249db75d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedPer Accuracy: 39.76. Result ID: 69b3c6dd47f34ce9249db75c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedRep Accuracy: 37.4. Result ID: 69b3c6dd47f34ce9249db759. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LG-FedAvg Accuracy: 37.08. Result ID: 69b3c6dd47f34ce9249db75b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Local Accuracy: 35.51. Result ID: 69b3c6dd47f34ce9249db754. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedBABU Accuracy: 35.14. Result ID: 69b3c6dd47f34ce9249db758. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Accuracy: 19.85. Result ID: 69b3c6dd47f34ce9249db755. [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.