# Image Classification on CIFAR-10 Pathological Heterogeneity Source: [Image Classification on CIFAR-10 Pathological Heterogeneity]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:45:54.546Z Evaluation of Image Classification performance on the CIFAR-10 Pathological Heterogeneity dataset, reporting standard accuracy. 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 Pathological Heterogeneity | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedKT-CSD | 92.82 | Not recorded | 6a4f2b3432fb937314875db4 | | pFedMe | 91.21 | Not recorded | 6a4f2b3432fb937314875db4 | | FedFomo | 90.78 | Not recorded | 6a4f2b3432fb937314875db4 | | Per-FedAvg | 90.12 | Not recorded | 6a4f2b3432fb937314875db4 | | APPLE | 90.02 | Not recorded | 6a4f2b3432fb937314875db4 | | FedAMP | 89.85 | Not recorded | 6a4f2b3432fb937314875db4 | | FedPHP | 89.12 | Not recorded | 6a4f2b3432fb937314875db4 | | PartialFed | 88.95 | Not recorded | 6a4f2b3432fb937314875db4 | | FedAvg | 86.05 | Not recorded | 6a4f2b3432fb937314875db4 | ### FedKT-CSD Accuracy: 92.82. Result ID: 6a4f51a660b88bb339e5324d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Pathological","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"1 round (synthetic pretraining) + local fine-tuning"}. This record does not assert independent reproduction. ### pFedMe Accuracy: 91.21. Result ID: 6a4f51a660b88bb339e53247. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Pathological","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedFomo Accuracy: 90.78. Result ID: 6a4f51a660b88bb339e5324a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Pathological","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### Per-FedAvg Accuracy: 90.12. Result ID: 6a4f51a660b88bb339e53246. [Reporting paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Pathological","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### APPLE Accuracy: 90.02. Result ID: 6a4f51a660b88bb339e5324b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Pathological","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedAMP Accuracy: 89.85. Result ID: 6a4f51a660b88bb339e53248. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Pathological","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedPHP Accuracy: 89.12. Result ID: 6a4f51a660b88bb339e53249. [Reporting paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Pathological","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### PartialFed Accuracy: 88.95. Result ID: 6a4f51a660b88bb339e5324c. [Reporting paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Pathological","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 86.05. Result ID: 6a4f51a660b88bb339e53245. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Pathological","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.