# Image Classification on MNIST Dir 0.5 60k (test) Source: [Image Classification on MNIST Dir 0.5 60k (test)]() Collection index: [llms.txt]() Data updated: 2026-05-25T07:27:12.204Z Evaluation of Image Classification performance on the test split of the MNIST dataset corrupted by Dirichlet noise with parameter 0.5 (60k samples), reporting Top-1 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 Dir 0.5 60k (test) | | Metric | Top-1 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedAvg | 98.15 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FedRep | 94.27 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FibFL++ | 94.24 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FibFL+ | 86.12 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FibFL | 85.44 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | RDFL | 85.06 | Not recorded | 6a13d7826f71c5ae7dc9e822 | ### FedAvg Top-1 Accuracy: 98.15. Result ID: 6a13f9b2fbc373592c0ac624. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. ### FedRep Top-1 Accuracy: 94.27. Result ID: 6a13f9b2fbc373592c0ac625. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. ### FibFL++ Top-1 Accuracy: 94.24. Result ID: 6a13f9b2fbc373592c0ac629. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. ### FibFL+ Top-1 Accuracy: 86.12. Result ID: 6a13f9b2fbc373592c0ac628. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. ### FibFL Top-1 Accuracy: 85.44. Result ID: 6a13f9b2fbc373592c0ac627. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. ### RDFL Top-1 Accuracy: 85.06. Result ID: 6a13f9b2fbc373592c0ac626. [Reporting paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.