# Motor Imagery Decoding on BCIC-IV-2a (subject-dependent (session-independent)) Source: [Motor Imagery Decoding on BCIC-IV-2a (subject-dependent (session-independent))]() Collection index: [llms.txt]() Data updated: 2026-06-02T12:22:10.166Z Evaluation of Motor Imagery Decoding performance on the BCIC-IV-2a dataset using the subject-dependent (session-independent) protocol, typically measured by Accuracy. 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) | BCIC-IV-2a (subject-dependent (session-independent)) | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MSVTNet | 78.5 | Not recorded | 6a1e643bdbd7150506f858a6 | | EVA-Net | 75.8 | Not recorded | 6a1e643bdbd7150506f858a6 | | EEGNet | 71.52 | Not recorded | 6a1e643bdbd7150506f858a6 | | ShallowConvNet | 69.78 | Not recorded | 6a1e643bdbd7150506f858a6 | | EEG Conformer | 69.28 | Not recorded | 6a1e643bdbd7150506f858a6 | ### MSVTNet Accuracy: 78.5. Result ID: 6a1ecae0fbc373592c1a6c8e. [Reporting paper]() Recorded evaluation configuration: {"Setting":"subject-dependent (session-independent)"}. This record does not assert independent reproduction. ### EVA-Net Accuracy: 75.8. Result ID: 6a1ecae0fbc373592c1a6c8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"subject-dependent (session-independent)"}. This record does not assert independent reproduction. ### EEGNet Accuracy: 71.52. Result ID: 6a1ecae0fbc373592c1a6c8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"subject-dependent (session-independent)"}. This record does not assert independent reproduction. ### ShallowConvNet Accuracy: 69.78. Result ID: 6a1ecae0fbc373592c1a6c8c. [Reporting paper]() Recorded evaluation configuration: {"Setting":"subject-dependent (session-independent)"}. This record does not assert independent reproduction. ### EEG Conformer Accuracy: 69.28. Result ID: 6a1ecae0fbc373592c1a6c8d. [Reporting paper]() Recorded evaluation configuration: {"Setting":"subject-dependent (session-independent)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.