# Medical Image Classification on Matek-19 non-IID Dirichlet alpha=0.5 Source: [Medical Image Classification on Matek-19 non-IID Dirichlet alpha=0.5]() Collection index: [llms.txt]() Data updated: 2026-07-07T10:05:58.536Z Evaluation of Medical Image Classification performance on the Matek-19 dataset under a non-IID distribution setting defined by Dirichlet alpha=0.5. 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 | Medical Image Classification | | Dataset (including any stated split) | Matek-19 non-IID Dirichlet alpha=0.5 | | Metric | Accuracy | | 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](): Higher is better; unit: PERCENT. - [Weighted F1-Score](): Higher is better; unit: PERCENT. - [MCC](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedProIn | 95.8 | Not recorded | 6a4c882b85dba69fef8b2ab3 | | BalanceFL | 95.6 | Not recorded | 6a4c882b85dba69fef8b2ab3 | | MOON | 95.3 | Not recorded | 6a4c882b85dba69fef8b2ab3 | | FedAvg | 94.8 | Not recorded | 6a4c882b85dba69fef8b2ab3 | | FedPLVM | 94.7 | Not recorded | 6a4c882b85dba69fef8b2ab3 | | FedProx | 94.6 | Not recorded | 6a4c882b85dba69fef8b2ab3 | | FedProc | 93.3 | Not recorded | 6a4c882b85dba69fef8b2ab3 | | FedProto | 84.6 | Not recorded | 6a4c882b85dba69fef8b2ab3 | | SOLO | 77.3 | Not recorded | 6a4c882b85dba69fef8b2ab3 | | FedTGP | 59.9 | Not recorded | 6a4c882b85dba69fef8b2ab3 | ### FedProIn Accuracy: 95.8. Result ID: 6a4ccf7160b88bb339ca3550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BalanceFL Accuracy: 95.6. Result ID: 6a4ccf7160b88bb339ca354b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MOON Accuracy: 95.3. Result ID: 6a4ccf7160b88bb339ca354a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Accuracy: 94.8. Result ID: 6a4ccf7160b88bb339ca3548. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedPLVM Accuracy: 94.7. Result ID: 6a4ccf7160b88bb339ca354f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProx Accuracy: 94.6. Result ID: 6a4ccf7160b88bb339ca3549. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProc Accuracy: 93.3. Result ID: 6a4ccf7160b88bb339ca354e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProto Accuracy: 84.6. Result ID: 6a4ccf7160b88bb339ca354c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOLO Accuracy: 77.3. Result ID: 6a4ccf7160b88bb339ca3547. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedTGP Accuracy: 59.9. Result ID: 6a4ccf7160b88bb339ca354d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.