# Image Classification on CIFAR-10 Cross-Device alpha=0.5 Source: [Image Classification on CIFAR-10 Cross-Device alpha=0.5]() Collection index: [llms.txt]() Data updated: 2026-06-15T07:50:52.534Z Evaluation of Image Classification performance on the CIFAR-10 dataset configured for the Cross-Device setting with a data heterogeneity parameter alpha=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) | CIFAR-10 Cross-Device alpha=0.5 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 22 of 22 | | 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 | | --- | --- | --- | --- | | MOON + CONST | 66.94 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDAVG + CONST | 66.51 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDDYN + CONST | 64.29 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDPROX + CONST | 63.51 | Not recorded | 6a2f872fd33dfb23e783c0bc | | SCAFFOLD + CONST | 63.49 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDSAM + CONST | 63.45 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDSAM | 62.52 | Not recorded | 6a2f872fd33dfb23e783c0bc | | MOON | 57.84 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDPROX | 56.79 | Not recorded | 6a2f872fd33dfb23e783c0bc | | SCAFFOLD | 56.47 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDAVG + CONST | 54.28 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDDYN + CONST | 54.07 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDAVG | 54.07 | Not recorded | 6a2f872fd33dfb23e783c0bc | | SCAFFOLD + CONST | 53.82 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDPROX + CONST | 53.09 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDDYN | 52.64 | Not recorded | 6a2f872fd33dfb23e783c0bc | | MOON + CONST | 48.66 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDAVG | 46.12 | Not recorded | 6a2f872fd33dfb23e783c0bc | | SCAFFOLD | 45.66 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDPROX | 45.58 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDDYN | 44.93 | Not recorded | 6a2f872fd33dfb23e783c0bc | | MOON | 43.89 | Not recorded | 6a2f872fd33dfb23e783c0bc | ### MOON + CONST Top-1 Accuracy: 66.94. Result ID: 6a2faec1fbc373592c2bc6e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDAVG + CONST Top-1 Accuracy: 66.51. Result ID: 6a2faec1fbc373592c2bc6e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDDYN + CONST Top-1 Accuracy: 64.29. Result ID: 6a2faec1fbc373592c2bc6e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDPROX + CONST Top-1 Accuracy: 63.51. Result ID: 6a2faec1fbc373592c2bc6e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### SCAFFOLD + CONST Top-1 Accuracy: 63.49. Result ID: 6a2faec1fbc373592c2bc6e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDSAM + CONST Top-1 Accuracy: 63.45. Result ID: 6a2faec1fbc373592c2bc6ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDSAM Top-1 Accuracy: 62.52. Result ID: 6a2faec1fbc373592c2bc6e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### MOON Top-1 Accuracy: 57.84. Result ID: 6a2faec1fbc373592c2bc6e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDPROX Top-1 Accuracy: 56.79. Result ID: 6a2faec1fbc373592c2bc6e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### SCAFFOLD Top-1 Accuracy: 56.47. Result ID: 6a2faec1fbc373592c2bc6e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDAVG + CONST Top-1 Accuracy: 54.28. Result ID: 6a2faec1fbc373592c2bc6d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDDYN + CONST Top-1 Accuracy: 54.07. Result ID: 6a2faec1fbc373592c2bc6de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDAVG Top-1 Accuracy: 54.07. Result ID: 6a2faec1fbc373592c2bc6df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### SCAFFOLD + CONST Top-1 Accuracy: 53.82. Result ID: 6a2faec1fbc373592c2bc6dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDPROX + CONST Top-1 Accuracy: 53.09. Result ID: 6a2faec1fbc373592c2bc6d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDDYN Top-1 Accuracy: 52.64. Result ID: 6a2faec1fbc373592c2bc6e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### MOON + CONST Top-1 Accuracy: 48.66. Result ID: 6a2faec1fbc373592c2bc6da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDAVG Top-1 Accuracy: 46.12. Result ID: 6a2faec1fbc373592c2bc6d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### SCAFFOLD Top-1 Accuracy: 45.66. Result ID: 6a2faec1fbc373592c2bc6db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDPROX Top-1 Accuracy: 45.58. Result ID: 6a2faec1fbc373592c2bc6d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDDYN Top-1 Accuracy: 44.93. Result ID: 6a2faec1fbc373592c2bc6dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### MOON Top-1 Accuracy: 43.89. Result ID: 6a2faec1fbc373592c2bc6d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.