# Image Classification on CIFAR10 pair noise 0.1 Dirichlet non-IID (a=100) (test) Source: [Image Classification on CIFAR10 pair noise 0.1 Dirichlet non-IID (a=100) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:20.707Z Evaluation of Image Classification performance on the test split of the CIFAR-10 dataset corrupted specifically with 0.1 level Dirichlet non-IID pair noise (a=100). 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) | CIFAR10 pair noise 0.1 Dirichlet non-IID (a=100) (test) | | Metric | ECE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 11 of 11 | | 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 - [ECE](): Lower is better; unit: SCALAR. - [MCE](): Lower is better; unit: SCALAR. - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | ECE | Result date | Report paper | | --- | --- | --- | --- | | SuPerFed-MM | 0.28 | Not recorded | 68fa6d301e209131cea383bb | | SuPerFed-LM | 0.29 | Not recorded | 68fa6d301e209131cea383bb | | APFL | 0.45 | Not recorded | 68fa6d301e209131cea383bb | | FedAvg | 0.46 | Not recorded | 68fa6d301e209131cea383bb | | FedProx | 0.47 | Not recorded | 68fa6d301e209131cea383bb | | FedPer | 0.53 | Not recorded | 68fa6d301e209131cea383bb | | pFedMe | 0.53 | Not recorded | 68fa6d301e209131cea383bb | | LG-FedAvg | 0.54 | Not recorded | 68fa6d301e209131cea383bb | | Ditto | 0.54 | Not recorded | 68fa6d301e209131cea383bb | | FedRep | 0.62 | Not recorded | 68fa6d301e209131cea383bb | | SCAFFOLD | 0.69 | Not recorded | 68fa6d301e209131cea383bb | ### SuPerFed-MM ECE: 0.28. Result ID: 698f96473a6c314849fa51ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. ### SuPerFed-LM ECE: 0.29. Result ID: 698f96473a6c314849fa51ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. ### APFL ECE: 0.45. Result ID: 698f96473a6c314849fa51a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. ### FedAvg ECE: 0.46. Result ID: 698f96473a6c314849fa51a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. ### FedProx ECE: 0.47. Result ID: 698f96473a6c314849fa51a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. ### FedPer ECE: 0.53. Result ID: 698f96473a6c314849fa51a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. ### pFedMe ECE: 0.53. Result ID: 698f96473a6c314849fa51a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. ### LG-FedAvg ECE: 0.54. Result ID: 698f96473a6c314849fa51a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. ### Ditto ECE: 0.54. Result ID: 698f96473a6c314849fa51aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. ### FedRep ECE: 0.62. Result ID: 698f96473a6c314849fa51ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. ### SCAFFOLD ECE: 0.69. Result ID: 698f96473a6c314849fa51a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Dirichlet alpha":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.