# Motor Imagery Decoding on EEGMMI (Leave-One-Subject-Out) Source: [Motor Imagery Decoding on EEGMMI (Leave-One-Subject-Out)]() Collection index: [llms.txt]() Data updated: 2026-06-02T12:22:10.145Z Evaluation of Motor Imagery Decoding performance on the EEGMMI dataset using the Leave-One-Subject-Out protocol, reporting Accuracy, Macro-F1, and Kappa statistics. 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 (Leave-One-Subject-Out) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 | 72.3 | Not recorded | 6a1e643bdbd7150506f858a6 | | EEGNet | 63.64 | Not recorded | 6a1e643bdbd7150506f858a6 | | EEGCCT | 63.34 | Not recorded | 6a1e643bdbd7150506f858a6 | | EEG Conformer | 62.56 | Not recorded | 6a1e643bdbd7150506f858a6 | | ShallowConvNet | 60.79 | Not recorded | 6a1e643bdbd7150506f858a6 | | MSVTNet | 53 | Not recorded | 6a1e643bdbd7150506f858a6 | ### EVA-Net Accuracy: 72.3. Result ID: 6a1ecae0fbc373592c1a6c8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Experimental Setup":"Leave-One-Subject-Out"}. This record does not assert independent reproduction. ### EEGNet Accuracy: 63.64. Result ID: 6a1ecae0fbc373592c1a6c85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Experimental Setup":"Leave-One-Subject-Out"}. This record does not assert independent reproduction. ### EEGCCT Accuracy: 63.34. Result ID: 6a1ecae0fbc373592c1a6c87. [Reporting paper]() Recorded evaluation configuration: {"Experimental Setup":"Leave-One-Subject-Out"}. This record does not assert independent reproduction. ### EEG Conformer Accuracy: 62.56. Result ID: 6a1ecae0fbc373592c1a6c88. [Reporting paper]() Recorded evaluation configuration: {"Experimental Setup":"Leave-One-Subject-Out"}. This record does not assert independent reproduction. ### ShallowConvNet Accuracy: 60.79. Result ID: 6a1ecae0fbc373592c1a6c86. [Reporting paper]() Recorded evaluation configuration: {"Experimental Setup":"Leave-One-Subject-Out"}. This record does not assert independent reproduction. ### MSVTNet Accuracy: 53. Result ID: 6a1ecae0fbc373592c1a6c89. [Reporting paper]() Recorded evaluation configuration: {"Experimental Setup":"Leave-One-Subject-Out"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.