# Federated Image Classification on Digits (Source Domains: MNIST, USPS, SVHN, SYN) Source: [Federated Image Classification on Digits (Source Domains: MNIST, USPS, SVHN, SYN)]() Collection index: [llms.txt]() Data updated: 2026-05-14T09:35:54.634Z Evaluation of Federated Image Classification performance on the Digits dataset, reporting accuracy across individual source domains (MNIST, USPS, SVHN, SYN), the overall average, and the delta metric. 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 | Federated Image Classification | | Dataset (including any stated split) | Digits | | Metric | Accuracy (MNIST) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 (MNIST)](): Higher is better; unit: PERCENT. - [Accuracy (USPS)](): Higher is better; unit: PERCENT. - [Accuracy (SVHN)](): Higher is better; unit: PERCENT. - [Accuracy (SYN)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. - [Accuracy Delta](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy (MNIST) | Result date | Report paper | | --- | --- | --- | --- | | FedHPro | 98.52 | Not recorded | 6a05574edbc836b87d828fae | | FedGMKD | 97.8 | Not recorded | 6a05574edbc836b87d828fae | | FedSA | 97.78 | Not recorded | 6a05574edbc836b87d828fae | | FedTGP | 97.73 | Not recorded | 6a05574edbc836b87d828fae | | FedProto | 97.4 | Not recorded | 6a05574edbc836b87d828fae | | FedRCL | 96.71 | Not recorded | 6a05574edbc836b87d828fae | | FedAvg | 96.68 | Not recorded | 6a05574edbc836b87d828fae | | FedProx | 96.61 | Not recorded | 6a05574edbc836b87d828fae | | MOON | 95.9 | Not recorded | 6a05574edbc836b87d828fae | ### FedHPro Accuracy (MNIST): 98.52. Result ID: 6a05960647f34ce924ecec27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedGMKD Accuracy (MNIST): 97.8. Result ID: 6a05960647f34ce924ecec24. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedSA Accuracy (MNIST): 97.78. Result ID: 6a05960647f34ce924ecec26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Exchange prototypes and model parameters":"true"}. This record does not assert independent reproduction. ### FedTGP Accuracy (MNIST): 97.73. Result ID: 6a05960647f34ce924ecec23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Exchange prototypes and model parameters":"true"}. This record does not assert independent reproduction. ### FedProto Accuracy (MNIST): 97.4. Result ID: 6a05960647f34ce924ecec22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Exchange prototypes and model parameters":"true"}. This record does not assert independent reproduction. ### FedRCL Accuracy (MNIST): 96.71. Result ID: 6a05960647f34ce924ecec25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Accuracy (MNIST): 96.68. Result ID: 6a05960647f34ce924ecec1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProx Accuracy (MNIST): 96.61. Result ID: 6a05960647f34ce924ecec20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MOON Accuracy (MNIST): 95.9. Result ID: 6a05960647f34ce924ecec21. [Reporting paper]() [Method origin paper]() [Implementation]() 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.