# EEG-based brain hemisphere classification on Mona Lisa Source: [EEG-based brain hemisphere classification on Mona Lisa]() Collection index: [llms.txt]() Data updated: 2026-04-01T07:52:23.009Z Evaluation of EEG-based brain hemisphere classification performance on the Mona Lisa dataset, reporting metrics including ROC AUC, F1-Score, and SHAP impact analysis. 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 | EEG-based brain hemisphere classification | | Dataset (including any stated split) | Mona Lisa | | Metric | ROC AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [ROC AUC](): Higher is better; unit: PERCENT. - [F1-Score](): Higher is better; unit: PERCENT. - [Efficient Class Score](): Higher is better; unit: SCALAR. - [SHAP Impact](): Higher is better; unit: SCALAR. ## Recorded results | Method | ROC AUC | Result date | Report paper | | --- | --- | --- | --- | | MLP | 90 | Not recorded | 68fa7b6c1e209131cea88598 | | MLP | 88 | Not recorded | 68fa7b6c1e209131cea88598 | | MLP | 84 | Not recorded | 68fa7b6c1e209131cea88598 | | MLP | 80 | Not recorded | 68fa7b6c1e209131cea88598 | | MLP | 79 | Not recorded | 68fa7b6c1e209131cea88598 | ### MLP ROC AUC: 90. Result ID: 69ccce4d47f34ce924b64578. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frequency":"γ","Optimizer":"Rmsprop"}. This record does not assert independent reproduction. ### MLP ROC AUC: 88. Result ID: 69ccce4d47f34ce924b64577. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frequency":"β","Optimizer":"Rmsprop"}. This record does not assert independent reproduction. ### MLP ROC AUC: 84. Result ID: 69ccce4d47f34ce924b64576. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frequency":"α","Optimizer":"AdaMax"}. This record does not assert independent reproduction. ### MLP ROC AUC: 80. Result ID: 69ccce4d47f34ce924b64575. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frequency":"θ","Optimizer":"AdaMax"}. This record does not assert independent reproduction. ### MLP ROC AUC: 79. Result ID: 69ccce4d47f34ce924b64574. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frequency":"δ","Optimizer":"AdaMax"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.