# EEG Hemisphere Classification on Necker Cube Source: [EEG Hemisphere Classification on Necker Cube]() Collection index: [llms.txt]() Data updated: 2026-04-01T07:52:22.971Z Evaluation of EEG Hemisphere Classification performance using specific metrics (Negative, Positive, Total counts, and Best Regulation Rate) on the Necker Cube dataset. 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 Hemisphere Classification | | Dataset (including any stated split) | Necker Cube | | Metric | Negative Count | | Unit | SCALAR | | 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 - [Negative Count](): Higher is better; unit: SCALAR. - [Neutral Count](): Higher is better; unit: SCALAR. - [Positive Count](): Higher is better; unit: SCALAR. - [Total Count](): Higher is better; unit: SCALAR. - [Best Regulation Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Negative Count | Result date | Report paper | | --- | --- | --- | --- | | Real-Time Neurofeedback Decision Algorithm | 16 | Not recorded | 68fa7b6c1e209131cea88598 | | Random Forest | 10 | Not recorded | 68fa7b6c1e209131cea88598 | | SVM (RBF) | 10 | Not recorded | 68fa7b6c1e209131cea88598 | | Real-Time Neurofeedback Decision Algorithm | 8 | Not recorded | 68fa7b6c1e209131cea88598 | | Real-Time Neurofeedback Decision Algorithm | 8 | Not recorded | 68fa7b6c1e209131cea88598 | | SVM (Linear) | 7 | Not recorded | 68fa7b6c1e209131cea88598 | | Real-Time Neurofeedback Decision Algorithm | 7 | Not recorded | 68fa7b6c1e209131cea88598 | | Deep Neural Network (RMSprop) | 5 | Not recorded | 68fa7b6c1e209131cea88598 | | Real-Time Neurofeedback Decision Algorithm | 5 | Not recorded | 68fa7b6c1e209131cea88598 | | Real-Time Neurofeedback Decision Algorithm | 4 | Not recorded | 68fa7b6c1e209131cea88598 | ### Real-Time Neurofeedback Decision Algorithm Negative Count: 16. Result ID: 69ccce4d47f34ce924b6454c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Dataset"}. This record does not assert independent reproduction. ### Random Forest Negative Count: 10. Result ID: 69ccce4d47f34ce924b6454d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Model Type","Scope":"Aggregate"}. This record does not assert independent reproduction. ### SVM (RBF) Negative Count: 10. Result ID: 69ccce4d47f34ce924b6454f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Model Type","Scope":"Aggregate"}. This record does not assert independent reproduction. ### Real-Time Neurofeedback Decision Algorithm Negative Count: 8. Result ID: 69ccce4d47f34ce924b64551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Brain Rhythm":"δ","Scope":"Aggregate"}. This record does not assert independent reproduction. ### Real-Time Neurofeedback Decision Algorithm Negative Count: 8. Result ID: 69ccce4d47f34ce924b64552. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Brain Rhythm":"θ","Scope":"Aggregate"}. This record does not assert independent reproduction. ### SVM (Linear) Negative Count: 7. Result ID: 69ccce4d47f34ce924b6454e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Model Type","Scope":"Aggregate"}. This record does not assert independent reproduction. ### Real-Time Neurofeedback Decision Algorithm Negative Count: 7. Result ID: 69ccce4d47f34ce924b64553. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Brain Rhythm":"α","Scope":"Aggregate"}. This record does not assert independent reproduction. ### Deep Neural Network (RMSprop) Negative Count: 5. Result ID: 69ccce4d47f34ce924b64550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Model Type","Scope":"Aggregate"}. This record does not assert independent reproduction. ### Real-Time Neurofeedback Decision Algorithm Negative Count: 5. Result ID: 69ccce4d47f34ce924b64555. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Brain Rhythm":"γ","Scope":"Aggregate"}. This record does not assert independent reproduction. ### Real-Time Neurofeedback Decision Algorithm Negative Count: 4. Result ID: 69ccce4d47f34ce924b64554. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Brain Rhythm":"β","Scope":"Aggregate"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.