# Image Classification on CIFAR-10 (test) (Dirichlet & Pathological Accuracy) Source: [Image Classification on CIFAR-10 (test) (Dirichlet & Pathological Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-27T06:04:02.372Z Evaluation of Image Classification performance on the CIFAR-10 test set, reporting accuracy metrics derived from Dirichlet sampling and pathological perturbation tests. 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 (test) | | Metric | Accuracy (Dirichlet α=0.1) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 (Dirichlet α=0.1)](): Higher is better; unit: PERCENT. - [Accuracy (Dirichlet α=0.3)](): Higher is better; unit: PERCENT. - [Accuracy (Pathological c=2)](): Higher is better; unit: PERCENT. - [Accuracy (Pathological c=5)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Dirichlet α=0.1) | Result date | Report paper | | --- | --- | --- | --- | | DFedPGP | 88.85 | Not recorded | 68fa5bd71e209131ce9cc033 | | FedRep | 88.78 | Not recorded | 68fa5bd71e209131ce9cc033 | | FedPer | 88.57 | Not recorded | 68fa5bd71e209131ce9cc033 | | FedBABU | 87.79 | Not recorded | 68fa5bd71e209131ce9cc033 | | Dis-PFL | 87.77 | Not recorded | 68fa5bd71e209131ce9cc033 | | OSGP | 87.39 | Not recorded | 68fa5bd71e209131ce9cc033 | | DFedAvgM | 86.94 | Not recorded | 68fa5bd71e209131ce9cc033 | | FedAvg | 84.17 | Not recorded | 68fa5bd71e209131ce9cc033 | | Ditto | 80.22 | Not recorded | 68fa5bd71e209131ce9cc033 | | Local | 78.96 | Not recorded | 68fa5bd71e209131ce9cc033 | ### DFedPGP Accuracy (Dirichlet α=0.1): 88.85. Result ID: 69a133bb35dfcabb00e5786e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Normalization":"Group Normalization","Communication Rounds":"500","Number of Clients":"100","Batch Size":"128","Optimizer":"SGD","Local training epochs (shared part)":"5","Local training epochs (personal part)":"1","PFL Layer Partitioning":"classifier as personal"}. This record does not assert independent reproduction. ### FedRep Accuracy (Dirichlet α=0.1): 88.78. Result ID: 69a133bb35dfcabb00e57868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Normalization":"Group Normalization","Communication Rounds":"500","Number of Clients":"100","Batch Size":"128","Optimizer":"SGD","PFL Layer Partitioning":"classifier as personal"}. This record does not assert independent reproduction. ### FedPer Accuracy (Dirichlet α=0.1): 88.57. Result ID: 69a133bb35dfcabb00e57867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Normalization":"Group Normalization","Communication Rounds":"500","Number of Clients":"100","Batch Size":"128","Optimizer":"SGD","PFL Layer Partitioning":"classifier as personal"}. This record does not assert independent reproduction. ### FedBABU Accuracy (Dirichlet α=0.1): 87.79. Result ID: 69a133bb35dfcabb00e57869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Normalization":"Group Normalization","Communication Rounds":"500","Number of Clients":"100","Batch Size":"128","Optimizer":"SGD","PFL Layer Partitioning":"classifier as personal"}. This record does not assert independent reproduction. ### Dis-PFL Accuracy (Dirichlet α=0.1): 87.77. Result ID: 69a133bb35dfcabb00e5786d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Normalization":"Group Normalization","Communication Rounds":"500","Number of Clients":"100","Batch Size":"128","Optimizer":"SGD"}. This record does not assert independent reproduction. ### OSGP Accuracy (Dirichlet α=0.1): 87.39. Result ID: 69a133bb35dfcabb00e5786c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Normalization":"Group Normalization","Communication Rounds":"500","Number of Clients":"100","Batch Size":"128","Optimizer":"SGD"}. This record does not assert independent reproduction. ### DFedAvgM Accuracy (Dirichlet α=0.1): 86.94. Result ID: 69a133bb35dfcabb00e5786b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Normalization":"Group Normalization","Communication Rounds":"500","Number of Clients":"100","Batch Size":"128","Optimizer":"SGD"}. This record does not assert independent reproduction. ### FedAvg Accuracy (Dirichlet α=0.1): 84.17. Result ID: 69a133bb35dfcabb00e57866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Normalization":"Group Normalization","Communication Rounds":"500","Number of Clients":"100","Client Sampling Ratio":"0.1","Batch Size":"128","Optimizer":"SGD"}. This record does not assert independent reproduction. ### Ditto Accuracy (Dirichlet α=0.1): 80.22. Result ID: 69a133bb35dfcabb00e5786a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Normalization":"Group Normalization","Communication Rounds":"500","Number of Clients":"100","Batch Size":"128","Optimizer":"SGD"}. This record does not assert independent reproduction. ### Local Accuracy (Dirichlet α=0.1): 78.96. Result ID: 69a133bb35dfcabb00e57865. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Normalization":"Group Normalization","Communication Rounds":"500","Number of Clients":"100","Batch Size":"128","Optimizer":"SGD"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.