# Image Classification on CIFAR-100 (Alpha-Weighted Mean Accuracy) Source: [Image Classification on CIFAR-100 (Alpha-Weighted Mean Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:55.182Z Evaluation of Image Classification performance on the CIFAR-100 dataset, reporting mean accuracy scores weighted by specific alpha parameters (0.1, 0.3, 0.5), typically used for assessing model calibration or uncertainty. 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) | CIFAR-100 | | 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 | 48.47 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FBL | 48.19 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FBL | 36.52 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | MOON | 36.18 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | Scaffold | 35.88 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedDyn | 34.97 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedNTD | 34.48 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedAvg | 33.89 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedCDA | 32.48 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedProx | 30.89 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | | FedGen | 27.66 | Not recorded | 69705dcbe25ad2fa9d1ed5f5 | ### FBL Mean Accuracy (alpha=0.1): 48.47. Result ID: 6997a46b5698665ec4fa8507. [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): 48.19. Result ID: 6997a46b5698665ec4fa8506. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Computation-unconstrained client ratio (lambda)":"25%"}. This record does not assert independent reproduction. ### FBL Mean Accuracy (alpha=0.1): 36.52. Result ID: 6997a46b5698665ec4fa8505. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Computation-unconstrained client ratio (lambda)":"0%"}. This record does not assert independent reproduction. ### MOON Mean Accuracy (alpha=0.1): 36.18. Result ID: 6997a46b5698665ec4fa8500. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Scaffold Mean Accuracy (alpha=0.1): 35.88. Result ID: 6997a46b5698665ec4fa84ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDyn Mean Accuracy (alpha=0.1): 34.97. Result ID: 6997a46b5698665ec4fa8502. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedNTD Mean Accuracy (alpha=0.1): 34.48. Result ID: 6997a46b5698665ec4fa8503. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Mean Accuracy (alpha=0.1): 33.89. Result ID: 6997a46b5698665ec4fa84fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedCDA Mean Accuracy (alpha=0.1): 32.48. Result ID: 6997a46b5698665ec4fa8504. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProx Mean Accuracy (alpha=0.1): 30.89. Result ID: 6997a46b5698665ec4fa84fe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedGen Mean Accuracy (alpha=0.1): 27.66. Result ID: 6997a46b5698665ec4fa8501. [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.