# Motor Imagery Decoding on EEGMMI (pooled-subject K-fold cross-validation) Source: [Motor Imagery Decoding on EEGMMI (pooled-subject K-fold cross-validation)]() Collection index: [llms.txt]() Data updated: 2026-06-02T12:22:10.119Z Evaluation of Motor Imagery Decoding performance on the EEGMMI dataset using a pooled-subject K-fold cross-validation protocol, reporting Accuracy, Macro-F1, and Kappa. 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 | Motor Imagery Decoding | | Dataset (including any stated split) | EEGMMI (pooled-subject K-fold cross-validation) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Macro-F1](): Higher is better; unit: PERCENT. - [Kappa](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | EVA-Net | 76.1 | Not recorded | 6a1e643bdbd7150506f858a6 | | EEG Conformer | 72.69 | Not recorded | 6a1e643bdbd7150506f858a6 | | EEGNet | 67.3 | Not recorded | 6a1e643bdbd7150506f858a6 | | MSVTNet | 66.83 | Not recorded | 6a1e643bdbd7150506f858a6 | | ShallowConvNet | 60.72 | Not recorded | 6a1e643bdbd7150506f858a6 | ### EVA-Net Accuracy: 76.1. Result ID: 6a1ecae0fbc373592c1a6c84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Experimental Setup":"pooled-subject K-fold cross-validation"}. This record does not assert independent reproduction. ### EEG Conformer Accuracy: 72.69. Result ID: 6a1ecae0fbc373592c1a6c82. [Reporting paper]() Recorded evaluation configuration: {"Experimental Setup":"pooled-subject K-fold cross-validation"}. This record does not assert independent reproduction. ### EEGNet Accuracy: 67.3. Result ID: 6a1ecae0fbc373592c1a6c80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Experimental Setup":"pooled-subject K-fold cross-validation"}. This record does not assert independent reproduction. ### MSVTNet Accuracy: 66.83. Result ID: 6a1ecae0fbc373592c1a6c83. [Reporting paper]() Recorded evaluation configuration: {"Experimental Setup":"pooled-subject K-fold cross-validation"}. This record does not assert independent reproduction. ### ShallowConvNet Accuracy: 60.72. Result ID: 6a1ecae0fbc373592c1a6c81. [Reporting paper]() Recorded evaluation configuration: {"Experimental Setup":"pooled-subject K-fold cross-validation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.