# Image Classification on CIFAR-10 (G.acc and L.acc Evaluation) Source: [Image Classification on CIFAR-10 (G.acc and L.acc Evaluation)]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:43:50.793Z Evaluation of standard Image Classification performance on CIFAR-10, reporting specific accuracy metrics labeled G.acc and L.acc. 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-10 | | Metric | G.acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [G.acc](): Higher is better; unit: PERCENT. - [L.acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | G.acc | Result date | Report paper | | --- | --- | --- | --- | | Mosaic | 31.6 | Not recorded | 68fa78c11e209131cea7a535 | | Mosaic | 30.37 | Not recorded | 68fa78c11e209131cea7a535 | | Mosaic | 28.74 | Not recorded | 68fa78c11e209131cea7a535 | | DFRD | 26.68 | Not recorded | 68fa78c11e209131cea7a535 | | DFRD | 25.57 | Not recorded | 68fa78c11e209131cea7a535 | | DENSE | 23.72 | Not recorded | 68fa78c11e209131cea7a535 | | FedKFD | 23.32 | Not recorded | 68fa78c11e209131cea7a535 | | FedFTG | 22.66 | Not recorded | 68fa78c11e209131cea7a535 | | FedRolex | 21.11 | Not recorded | 68fa78c11e209131cea7a535 | | DFRD | 19.86 | Not recorded | 68fa78c11e209131cea7a535 | | DENSE | 19.65 | Not recorded | 68fa78c11e209131cea7a535 | | FedKFD | 18.51 | Not recorded | 68fa78c11e209131cea7a535 | | FedFTG | 17.79 | Not recorded | 68fa78c11e209131cea7a535 | | FedRolex | 16.57 | Not recorded | 68fa78c11e209131cea7a535 | | DENSE | 16.44 | Not recorded | 68fa78c11e209131cea7a535 | | FedFTG | 14.77 | Not recorded | 68fa78c11e209131cea7a535 | | FedKFD | 14.74 | Not recorded | 68fa78c11e209131cea7a535 | | FedRolex | 14.37 | Not recorded | 68fa78c11e209131cea7a535 | ### Mosaic G.acc: 31.6. Result ID: 6a30fea9fbc373592c2cf35d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction. ### Mosaic G.acc: 30.37. Result ID: 6a30fea9fbc373592c2cf35f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction. ### Mosaic G.acc: 28.74. Result ID: 6a30fea9fbc373592c2cf35e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"10"}. This record does not assert independent reproduction. ### DFRD G.acc: 26.68. Result ID: 6a30fea9fbc373592c2cf357. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction. ### DFRD G.acc: 25.57. Result ID: 6a30fea9fbc373592c2cf358. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"rho":"10"}. This record does not assert independent reproduction. ### DENSE G.acc: 23.72. Result ID: 6a30fea9fbc373592c2cf351. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction. ### FedKFD G.acc: 23.32. Result ID: 6a30fea9fbc373592c2cf35a. [Reporting paper]() Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction. ### FedFTG G.acc: 22.66. Result ID: 6a30fea9fbc373592c2cf354. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction. ### FedRolex G.acc: 21.11. Result ID: 6a30fea9fbc373592c2cf34e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"rho":"5"}. This record does not assert independent reproduction. ### DFRD G.acc: 19.86. Result ID: 6a30fea9fbc373592c2cf359. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction. ### DENSE G.acc: 19.65. Result ID: 6a30fea9fbc373592c2cf352. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"10"}. This record does not assert independent reproduction. ### FedKFD G.acc: 18.51. Result ID: 6a30fea9fbc373592c2cf35c. [Reporting paper]() Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction. ### FedFTG G.acc: 17.79. Result ID: 6a30fea9fbc373592c2cf355. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"rho":"10"}. This record does not assert independent reproduction. ### FedRolex G.acc: 16.57. Result ID: 6a30fea9fbc373592c2cf34f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"rho":"10"}. This record does not assert independent reproduction. ### DENSE G.acc: 16.44. Result ID: 6a30fea9fbc373592c2cf353. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction. ### FedFTG G.acc: 14.77. Result ID: 6a30fea9fbc373592c2cf356. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction. ### FedKFD G.acc: 14.74. Result ID: 6a30fea9fbc373592c2cf35b. [Reporting paper]() Recorded evaluation configuration: {"rho":"10"}. This record does not assert independent reproduction. ### FedRolex G.acc: 14.37. Result ID: 6a30fea9fbc373592c2cf350. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"rho":"40"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.