# Image Classification on Melanoma (test) Source: [Image Classification on Melanoma (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:41.489Z Evaluation of Image Classification performance on the test split of the Melanoma dataset, typically measured using AUC. 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) | Melanoma (test) | | Metric | AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | LocalSCGDAM | 0.88 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSCGDAM | 0.876 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSCGDAM | 0.87 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSGDM | 0.774 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSGDM\_RL | 0.773 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSGDM | 0.766 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSGDM | 0.75 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSGDM\_RL | 0.737 | Not recorded | 68fa73611e209131cea5c0c7 | | CoDA | 0.734 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSGDAM | 0.73 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSGDAM | 0.729 | Not recorded | 68fa73611e209131cea5c0c7 | | CoDA | 0.725 | Not recorded | 68fa73611e209131cea5c0c7 | | CoDA | 0.721 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSGDAM | 0.721 | Not recorded | 68fa73611e209131cea5c0c7 | | LocalSGDM\_RL | 0.721 | Not recorded | 68fa73611e209131cea5c0c7 | ### LocalSCGDAM AUC: 0.88. Result ID: 6992d6203a6c31484911d578. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"8","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSCGDAM AUC: 0.876. Result ID: 6992d6203a6c31484911d577. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"4","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSCGDAM AUC: 0.87. Result ID: 6992d6203a6c31484911d579. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"16","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSGDM AUC: 0.774. Result ID: 6992d6203a6c31484911d580. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"4","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSGDM\_RL AUC: 0.773. Result ID: 6992d6203a6c31484911d585. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"16","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSGDM AUC: 0.766. Result ID: 6992d6203a6c31484911d581. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"8","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSGDM AUC: 0.75. Result ID: 6992d6203a6c31484911d582. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"16","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSGDM\_RL AUC: 0.737. Result ID: 6992d6203a6c31484911d583. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"4","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### CoDA AUC: 0.734. Result ID: 6992d6203a6c31484911d57a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"4","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSGDAM AUC: 0.73. Result ID: 6992d6203a6c31484911d57d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"4","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSGDAM AUC: 0.729. Result ID: 6992d6203a6c31484911d57e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"8","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### CoDA AUC: 0.725. Result ID: 6992d6203a6c31484911d57c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"16","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### CoDA AUC: 0.721. Result ID: 6992d6203a6c31484911d57b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"8","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSGDAM AUC: 0.721. Result ID: 6992d6203a6c31484911d57f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"16","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. ### LocalSGDM\_RL AUC: 0.721. Result ID: 6992d6203a6c31484911d584. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"communication period (p)":"8","Backbone":"DenseNet121","Batch size":"16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.