# Image Classification on CIFAR-100 Practical Heterogeneity (Accuracy) Source: [Image Classification on CIFAR-100 Practical Heterogeneity (Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:45:54.601Z Evaluation of Image Classification performance on the CIFAR-100 Practical 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-100 Practical 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 | 59.89 | Not recorded | 6a4f2b3432fb937314875db4 | | APPLE | 52.14 | Not recorded | 6a4f2b3432fb937314875db4 | | FedPHP | 51.21 | Not recorded | 6a4f2b3432fb937314875db4 | | PartialFed | 49.85 | Not recorded | 6a4f2b3432fb937314875db4 | | FedAMP | 49.68 | Not recorded | 6a4f2b3432fb937314875db4 | | pFedMe | 48.12 | Not recorded | 6a4f2b3432fb937314875db4 | | FedFomo | 46.21 | Not recorded | 6a4f2b3432fb937314875db4 | | Per-FedAvg | 45.38 | Not recorded | 6a4f2b3432fb937314875db4 | | FedAvg | 32.77 | Not recorded | 6a4f2b3432fb937314875db4 | ### FedKT-CSD Accuracy: 59.89. Result ID: 6a4f51a660b88bb339e53268. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Practical","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. ### APPLE Accuracy: 52.14. Result ID: 6a4f51a660b88bb339e53266. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Practical","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedPHP Accuracy: 51.21. Result ID: 6a4f51a660b88bb339e53264. [Reporting paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Practical","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### PartialFed Accuracy: 49.85. Result ID: 6a4f51a660b88bb339e53267. [Reporting paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Practical","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedAMP Accuracy: 49.68. Result ID: 6a4f51a660b88bb339e53263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Practical","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### pFedMe Accuracy: 48.12. Result ID: 6a4f51a660b88bb339e53262. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Practical","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedFomo Accuracy: 46.21. Result ID: 6a4f51a660b88bb339e53265. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Practical","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### Per-FedAvg Accuracy: 45.38. Result ID: 6a4f51a660b88bb339e53261. [Reporting paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Practical","Backbone":"ResNet-18","Number of clients":"20","Participation":"Full","Communication rounds":"50"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 32.77. Result ID: 6a4f51a660b88bb339e53260. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Heterogeneity Type":"Practical","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.