# Image Classification on Tiny-ImageNet (Mean Accuracy alpha=0.1, 0.3, 0.5) Source: [Image Classification on Tiny-ImageNet (Mean Accuracy alpha=0.1, 0.3, 0.5)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:55.198Z Evaluation of Image Classification performance on the Tiny-ImageNet dataset, specifically reporting Mean Accuracy scores corresponding to alpha values of 0.1, 0.3, and 0.5. 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) | Tiny-ImageNet | | Metric | Mean Accuracy (alpha=0.1) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Mean Accuracy (alpha=0.1)](): Higher is better; unit: PERCENT. - [Mean Accuracy (alpha=0.3)](): Higher is better; unit: PERCENT. - [Mean Accuracy (alpha=0.5)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean Accuracy (alpha=0.1) | Result date | Report paper | | --- | --- | --- | --- | | FBL | 35.72 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FBL | 34.68 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | Scaffold | 28.37 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedNTD | 28.22 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedAvg | 28.04 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedDyn | 27.98 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | MOON | 26.78 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedCDA | 26.44 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedGen | 25.66 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FBL | 25.61 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedProx | 22.88 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | ### FBL Mean Accuracy (alpha=0.1): 35.72. Result ID: 6997a46b5698665ec4fa8512. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Computation-unconstrained client ratio (lambda)":"50%"}. This record does not assert independent reproduction. ### FBL Mean Accuracy (alpha=0.1): 34.68. Result ID: 6997a46b5698665ec4fa8511. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Computation-unconstrained client ratio (lambda)":"25%"}. This record does not assert independent reproduction. ### Scaffold Mean Accuracy (alpha=0.1): 28.37. Result ID: 6997a46b5698665ec4fa850a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedNTD Mean Accuracy (alpha=0.1): 28.22. Result ID: 6997a46b5698665ec4fa850e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Mean Accuracy (alpha=0.1): 28.04. Result ID: 6997a46b5698665ec4fa8508. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDyn Mean Accuracy (alpha=0.1): 27.98. Result ID: 6997a46b5698665ec4fa850d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MOON Mean Accuracy (alpha=0.1): 26.78. Result ID: 6997a46b5698665ec4fa850b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedCDA Mean Accuracy (alpha=0.1): 26.44. Result ID: 6997a46b5698665ec4fa850f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedGen Mean Accuracy (alpha=0.1): 25.66. Result ID: 6997a46b5698665ec4fa850c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FBL Mean Accuracy (alpha=0.1): 25.61. Result ID: 6997a46b5698665ec4fa8510. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Computation-unconstrained client ratio (lambda)":"0%"}. This record does not assert independent reproduction. ### FedProx Mean Accuracy (alpha=0.1): 22.88. Result ID: 6997a46b5698665ec4fa8509. [Reporting 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.