# Skin Lesion Classification on ISIC (test) Source: [Skin Lesion Classification on ISIC (test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T06:45:19.593Z Evaluation of skin lesion classification performance on the designated test split of the general ISIC dataset collection. 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 | Skin lesion classification | | Dataset (including any stated split) | ISIC (test) | | Metric | Accuracy (CP) | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy (CP)](): Higher is better; unit: PERCENT. - [Accuracy (CNP)](): Higher is better; unit: PERCENT. - [Accuracy (NCP)](): Higher is better; unit: PERCENT. - [Accuracy (Avg)](): Higher is better; unit: PERCENT. - [F1-score (CP)](): Higher is better; unit: PERCENT. - [F1-score (CNP)](): Higher is better; unit: PERCENT. - [F1-score (NCP)](): Higher is better; unit: PERCENT. - [F1-score (Avg)](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (CP) | Result date | Report paper | | --- | --- | --- | --- | | FedSSG | 93.4 | Not recorded | 69f2e22955a3c32af89fc72c | | FedAvg | 92.9 | Not recorded | 69f2e22955a3c32af89fc72c | | FedSSG | 92.5 | Not recorded | 69f2e22955a3c32af89fc72c | | MOON | 92.3 | Not recorded | 69f2e22955a3c32af89fc72c | | MOON | 92.2 | Not recorded | 69f2e22955a3c32af89fc72c | | FedAvg | 91.7 | Not recorded | 69f2e22955a3c32af89fc72c | | FedPROX | 91.3 | Not recorded | 69f2e22955a3c32af89fc72c | | FedPROX | 89.4 | Not recorded | 69f2e22955a3c32af89fc72c | ### FedSSG Accuracy (CP): 93.4. Result ID: 69f3016547f34ce924d90053. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"✓"}. This record does not assert independent reproduction. ### FedAvg Accuracy (CP): 92.9. Result ID: 69f3016547f34ce924d90050. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"✓"}. This record does not assert independent reproduction. ### FedSSG Accuracy (CP): 92.5. Result ID: 69f3016547f34ce924d9004f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"✗"}. This record does not assert independent reproduction. ### MOON Accuracy (CP): 92.3. Result ID: 69f3016547f34ce924d90051. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"✓"}. This record does not assert independent reproduction. ### MOON Accuracy (CP): 92.2. Result ID: 69f3016547f34ce924d9004d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretraining":"✗"}. This record does not assert independent reproduction. ### FedAvg Accuracy (CP): 91.7. Result ID: 69f3016547f34ce924d9004c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"✗"}. This record does not assert independent reproduction. ### FedPROX Accuracy (CP): 91.3. Result ID: 69f3016547f34ce924d90052. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"✓"}. This record does not assert independent reproduction. ### FedPROX Accuracy (CP): 89.4. Result ID: 69f3016547f34ce924d9004e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretraining":"✗"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.