# Image Classification on MNIST Diri(1.0) (test) Source: [Image Classification on MNIST Diri(1.0) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T12:15:00.617Z Evaluation of Image Classification performance on the MNIST Diri(1.0) test set, reporting accuracy and variance of 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) | MNIST Diri(1.0) (test) | | Metric | Accuracy Variance | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 Variance](): Lower is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy Variance | Result date | Report paper | | --- | --- | --- | --- | | DFedReweighting | 5.87 | Not recorded | 6940e79b456146936284f7e8 | | DFedReweighting | 7.099 | Not recorded | 6940e79b456146936284f7e8 | | q-FDFL | 8.023 | Not recorded | 6940e79b456146936284f7e8 | | q-FDFL | 8.03 | Not recorded | 6940e79b456146936284f7e8 | | q-FDFL | 8.539 | Not recorded | 6940e79b456146936284f7e8 | | DFedReweighting | 9.383 | Not recorded | 6940e79b456146936284f7e8 | | DFedAvg | 9.712 | Not recorded | 6940e79b456146936284f7e8 | ### DFedReweighting Accuracy Variance: 5.87. Result ID: 69a18ab035dfcabb00e7bea5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":"0.1"}. This record does not assert independent reproduction. ### DFedReweighting Accuracy Variance: 7.099. Result ID: 69a18ab035dfcabb00e7bea6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":"0.5"}. This record does not assert independent reproduction. ### q-FDFL Accuracy Variance: 8.023. Result ID: 69a18ab035dfcabb00e7bea2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"0.01"}. This record does not assert independent reproduction. ### q-FDFL Accuracy Variance: 8.03. Result ID: 69a18ab035dfcabb00e7bea1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"0.1"}. This record does not assert independent reproduction. ### q-FDFL Accuracy Variance: 8.539. Result ID: 69a18ab035dfcabb00e7bea3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"0.5"}. This record does not assert independent reproduction. ### DFedReweighting Accuracy Variance: 9.383. Result ID: 69a18ab035dfcabb00e7bea4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":"0.01"}. This record does not assert independent reproduction. ### DFedAvg Accuracy Variance: 9.712. Result ID: 69a18ab035dfcabb00e7bea0. [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.