# Image Classification on MNIST Dir 0.1 60k (test) Source: [Image Classification on MNIST Dir 0.1 60k (test)]() Collection index: [llms.txt]() Data updated: 2026-05-25T07:27:12.237Z Evaluation of Image Classification performance on the MNIST dataset corrupted by Dirichlet noise with parameter 0.1 (60k samples), using the test split. 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 0.1 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 | 96.89 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FibFL++ | 65.1 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FedRep | 62.48 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FibFL+ | 59.86 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | FibFL | 59.19 | Not recorded | 6a13d7826f71c5ae7dc9e822 | | RDFL | 57.66 | Not recorded | 6a13d7826f71c5ae7dc9e822 | ### FedAvg Top-1 Accuracy: 96.89. Result ID: 6a13f9b2fbc373592c0ac62a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. ### FibFL++ Top-1 Accuracy: 65.1. Result ID: 6a13f9b2fbc373592c0ac62f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. ### FedRep Top-1 Accuracy: 62.48. Result ID: 6a13f9b2fbc373592c0ac62b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. ### FibFL+ Top-1 Accuracy: 59.86. Result ID: 6a13f9b2fbc373592c0ac62e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. ### FibFL Top-1 Accuracy: 59.19. Result ID: 6a13f9b2fbc373592c0ac62d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction. ### RDFL Top-1 Accuracy: 57.66. Result ID: 6a13f9b2fbc373592c0ac62c. [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.