# EEG-Music Alignment on NMED-T and NMED-H Source: [EEG-Music Alignment on NMED-T and NMED-H]() Collection index: [llms.txt]() Data updated: 2026-06-04T10:51:01.392Z Evaluation of EEG-Music Alignment performance using the NMED-T and NMED-H datasets, reporting identification and naming accuracy metrics. 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-Music Alignment | | Dataset (including any stated split) | NMED-T and NMED-H | | Metric | ID Accuracy (50-way) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [ID Accuracy (50-way)](): Higher is better; unit: PERCENT. - [Naming Accuracy (14-way)](): Higher is better; unit: PERCENT. ## Recorded results | Method | ID Accuracy (50-way) | Result date | Report paper | | --- | --- | --- | --- | | Audio Reconstruction Reference | 59.8 | Not recorded | 6a2106ddc10484bac23f04ed | | Ours | 48.7 | Not recorded | 6a2106ddc10484bac23f04ed | | CBraMod | 40.2 | Not recorded | 6a2106ddc10484bac23f04ed | | LaBraM | 38 | Not recorded | 6a2106ddc10484bac23f04ed | | EEGPT | 32.6 | Not recorded | 6a2106ddc10484bac23f04ed | | EEG2Mel | 25.9 | Not recorded | 6a2106ddc10484bac23f04ed | | Linear EEG Reference | 1.8 | Not recorded | 6a2106ddc10484bac23f04ed | ### Audio Reconstruction Reference ID Accuracy (50-way): 59.8. Result ID: 6a215885fbc373592c1ddad6. [Reporting paper]() Recorded evaluation configuration: {"Role":"Reference"}. This record does not assert independent reproduction. ### Ours ID Accuracy (50-way): 48.7. Result ID: 6a215885fbc373592c1ddadb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Proposed"}. This record does not assert independent reproduction. ### CBraMod ID Accuracy (50-way): 40.2. Result ID: 6a215885fbc373592c1ddada. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Comparison"}. This record does not assert independent reproduction. ### LaBraM ID Accuracy (50-way): 38. Result ID: 6a215885fbc373592c1ddad8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Comparison"}. This record does not assert independent reproduction. ### EEGPT ID Accuracy (50-way): 32.6. Result ID: 6a215885fbc373592c1ddad9. [Reporting paper]() Recorded evaluation configuration: {"Role":"Comparison"}. This record does not assert independent reproduction. ### EEG2Mel ID Accuracy (50-way): 25.9. Result ID: 6a215885fbc373592c1ddad7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Comparison"}. This record does not assert independent reproduction. ### Linear EEG Reference ID Accuracy (50-way): 1.8. Result ID: 6a215885fbc373592c1ddad5. [Reporting paper]() Recorded evaluation configuration: {"Role":"Reference"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.