# EEG-to-Music Reconstruction on NMED-T and NMED-H

Source: [EEG-to-Music Reconstruction on NMED-T and NMED-H](<https://www.sota2.com/research/sota/eeg-to-music-reconstruction-on-nmed-t-and-nmed-h>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-04T10:51:01.362Z

Evaluation of models reconstructing music signals from EEG data (NMED-T and NMED-H datasets), assessed using signal quality metrics (SSIM, PSNR) and music relevance metrics (CLAP, 10-way genre classification).

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-to-Music Reconstruction |
| Dataset (including any stated split) | NMED-T and NMED-H |
| Metric | SSIM |
| Unit | SCALAR |
| 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

- [SSIM](<https://www.sota2.com/research/sota/eeg-to-music-reconstruction-on-nmed-t-and-nmed-h.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/eeg-to-music-reconstruction-on-nmed-t-and-nmed-h.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [CLAP Score](<https://www.sota2.com/research/sota/eeg-to-music-reconstruction-on-nmed-t-and-nmed-h.md?metric=CLAP%20Score>): Higher is better; unit: PERCENT.

- [Genre Classification Accuracy (10-way)](<https://www.sota2.com/research/sota/eeg-to-music-reconstruction-on-nmed-t-and-nmed-h.md?metric=Genre%20Classification%20Accuracy%20(10-way)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| EEG2Mel | 0.762 | Not recorded | 6a2106ddc10484bac23f04ed |
| Linear EEG Reference | 0.491 | Not recorded | 6a2106ddc10484bac23f04ed |
| Ours | 0.488 | Not recorded | 6a2106ddc10484bac23f04ed |
| LaBraM | 0.422 | Not recorded | 6a2106ddc10484bac23f04ed |
| CBraMod | 0.418 | Not recorded | 6a2106ddc10484bac23f04ed |
| Audio Reconstruction Reference | 0.416 | Not recorded | 6a2106ddc10484bac23f04ed |
| EEGPT | 0.378 | Not recorded | 6a2106ddc10484bac23f04ed |

### EEG2Mel

SSIM: 0.762. Result ID: 6a215885fbc373592c1ddad0.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ddc10484bac23f04ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d211e209131cea37fd6.md>)

Recorded evaluation configuration: {"Role":"Comparison"}. This record does not assert independent reproduction.

### Linear EEG Reference

SSIM: 0.491. Result ID: 6a215885fbc373592c1ddace.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ddc10484bac23f04ed.md>)

Recorded evaluation configuration: {"Role":"Reference"}. This record does not assert independent reproduction.

### Ours

SSIM: 0.488. Result ID: 6a215885fbc373592c1ddad4.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ddc10484bac23f04ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106ddc10484bac23f04ed.md>)

Recorded evaluation configuration: {"Role":"Proposed"}. This record does not assert independent reproduction.

### LaBraM

SSIM: 0.422. Result ID: 6a215885fbc373592c1ddad1.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ddc10484bac23f04ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73711e209131cea5c83d.md>)

Recorded evaluation configuration: {"Role":"Comparison"}. This record does not assert independent reproduction.

### CBraMod

SSIM: 0.418. Result ID: 6a215885fbc373592c1ddad3.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ddc10484bac23f04ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f761e209131ce9ea2b6.md>)

Recorded evaluation configuration: {"Role":"Comparison"}. This record does not assert independent reproduction.

### Audio Reconstruction Reference

SSIM: 0.416. Result ID: 6a215885fbc373592c1ddacf.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ddc10484bac23f04ed.md>)

Recorded evaluation configuration: {"Role":"Reference"}. This record does not assert independent reproduction.

### EEGPT

SSIM: 0.378. Result ID: 6a215885fbc373592c1ddad2.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106ddc10484bac23f04ed.md>)

Recorded evaluation configuration: {"Role":"Comparison"}. This record does not assert independent reproduction.

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