# Image Classification on CIFAR-10 Cross-Silo (alpha=0.2) Source: [Image Classification on CIFAR-10 Cross-Silo (alpha=0.2)]() Collection index: [llms.txt]() Data updated: 2026-06-15T07:50:52.576Z Evaluation of Image Classification performance on the CIFAR-10 dataset configured for Cross-Silo federated learning with a non-IID parameter alpha (α) set to 0.2. 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-Silo, alpha=0.2 | | 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 | | --- | --- | --- | --- | | FEDSAM + CONST | 68.87 | Not recorded | 6a2f872fd33dfb23e783c0bc | | SCAFFOLD + CONST | 68.63 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDAVG + CONST | 68.41 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDPROX + CONST | 68.07 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDDYN + CONST | 66 | Not recorded | 6a2f872fd33dfb23e783c0bc | | MOON + CONST | 62.52 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDSAM | 61.35 | Not recorded | 6a2f872fd33dfb23e783c0bc | | SCAFFOLD | 59.3 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDAVG | 57.04 | Not recorded | 6a2f872fd33dfb23e783c0bc | | SCAFFOLD + CONST | 56.62 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDPROX + CONST | 56.18 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDDYN + CONST | 55.67 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDDYN | 55.09 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDAVG + CONST | 54.79 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDPROX | 53.92 | Not recorded | 6a2f872fd33dfb23e783c0bc | | MOON + CONST | 52.88 | Not recorded | 6a2f872fd33dfb23e783c0bc | | MOON | 51.51 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDDYN | 48.05 | Not recorded | 6a2f872fd33dfb23e783c0bc | | MOON | 46.66 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDAVG | 46.42 | Not recorded | 6a2f872fd33dfb23e783c0bc | | SCAFFOLD | 45.67 | Not recorded | 6a2f872fd33dfb23e783c0bc | | FEDPROX | 45.27 | Not recorded | 6a2f872fd33dfb23e783c0bc | ### FEDSAM + CONST Top-1 Accuracy: 68.87. Result ID: 6a2faec1fbc373592c2bc700. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### SCAFFOLD + CONST Top-1 Accuracy: 68.63. Result ID: 6a2faec1fbc373592c2bc6fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDAVG + CONST Top-1 Accuracy: 68.41. Result ID: 6a2faec1fbc373592c2bc6f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDPROX + CONST Top-1 Accuracy: 68.07. Result ID: 6a2faec1fbc373592c2bc6f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDDYN + CONST Top-1 Accuracy: 66. Result ID: 6a2faec1fbc373592c2bc6fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### MOON + CONST Top-1 Accuracy: 62.52. Result ID: 6a2faec1fbc373592c2bc6fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDSAM Top-1 Accuracy: 61.35. Result ID: 6a2faec1fbc373592c2bc6ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### SCAFFOLD Top-1 Accuracy: 59.3. Result ID: 6a2faec1fbc373592c2bc6fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDAVG Top-1 Accuracy: 57.04. Result ID: 6a2faec1fbc373592c2bc6f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### SCAFFOLD + CONST Top-1 Accuracy: 56.62. Result ID: 6a2faec1fbc373592c2bc6f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDPROX + CONST Top-1 Accuracy: 56.18. Result ID: 6a2faec1fbc373592c2bc6ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDDYN + CONST Top-1 Accuracy: 55.67. Result ID: 6a2faec1fbc373592c2bc6f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDDYN Top-1 Accuracy: 55.09. Result ID: 6a2faec1fbc373592c2bc6fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDAVG + CONST Top-1 Accuracy: 54.79. Result ID: 6a2faec1fbc373592c2bc6ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDPROX Top-1 Accuracy: 53.92. Result ID: 6a2faec1fbc373592c2bc6f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### MOON + CONST Top-1 Accuracy: 52.88. Result ID: 6a2faec1fbc373592c2bc6f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### MOON Top-1 Accuracy: 51.51. Result ID: 6a2faec1fbc373592c2bc6f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### FEDDYN Top-1 Accuracy: 48.05. Result ID: 6a2faec1fbc373592c2bc6f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### MOON Top-1 Accuracy: 46.66. Result ID: 6a2faec1fbc373592c2bc6ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDAVG Top-1 Accuracy: 46.42. Result ID: 6a2faec1fbc373592c2bc6eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### SCAFFOLD Top-1 Accuracy: 45.67. Result ID: 6a2faec1fbc373592c2bc6f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LeNet-5"}. This record does not assert independent reproduction. ### FEDPROX Top-1 Accuracy: 45.27. Result ID: 6a2faec1fbc373592c2bc6ed. [Reporting paper]() [Method origin paper]() 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.