# Image Classification on CIFAR-10 (5000x1) Source: [Image Classification on CIFAR-10 (5000x1)]() Collection index: [llms.txt]() Data updated: 2026-05-12T11:51:42.459Z Evaluation of Image Classification performance on the specific CIFAR-10 subset defined by the (5000x1) configuration, reporting final accuracy and the accuracy gap. 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-10 (5000x1) | | Metric | Final Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Final Accuracy](): Higher is better; unit: PERCENT. - [Accuracy Gap (pp)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Final Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedF-ADMM | 61 | Not recorded | 6a02b465dbc836b87d824aca | | CMFD | 51.7 | Not recorded | 6a02b465dbc836b87d824aca | | DecFedProx | 30.4 | Not recorded | 6a02b465dbc836b87d824aca | | DecFedAvg | 19.9 | Not recorded | 6a02b465dbc836b87d824aca | | DFedAvgM | 14 | Not recorded | 6a02b465dbc836b87d824aca | | DFedADMM | 11.6 | Not recorded | 6a02b465dbc836b87d824aca | ### FedF-ADMM Final Accuracy: 61. Result ID: 6a0313f147f34ce924e703e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMFD Final Accuracy: 51.7. Result ID: 6a0313f147f34ce924e703e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DecFedProx Final Accuracy: 30.4. Result ID: 6a0313f147f34ce924e703e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DecFedAvg Final Accuracy: 19.9. Result ID: 6a0313f147f34ce924e703e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DFedAvgM Final Accuracy: 14. Result ID: 6a0313f147f34ce924e703e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DFedADMM Final Accuracy: 11.6. Result ID: 6a0313f147f34ce924e703e3. [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.