# EEG Classification on Emotiv STEW

Source: [EEG Classification on Emotiv STEW](<https://www.sota2.com/research/sota/eeg-classification-on-emotiv-stew>)

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

Data updated: 2026-04-08T07:06:57.782Z

Evaluation of EEG Classification performance metrics (Accuracy and AUROC) on the Emotiv STEW dataset.

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 Classification |
| Dataset (including any stated split) | Emotiv STEW |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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](<https://www.sota2.com/research/sota/eeg-classification-on-emotiv-stew.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/eeg-classification-on-emotiv-stew.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| EEGM2 | 74.26 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEG2Rep | 73.6 | Not recorded | 68fa7b8a1e209131cea89019 |
| MAEEG | 72.46 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEGM2 | 72.39 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEGM2 | 70.24 | Not recorded | 68fa7b8a1e209131cea89019 |
| BIOT | 69.88 | Not recorded | 68fa7b8a1e209131cea89019 |
| BENDR | 69.74 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEGM2 | 68.59 | Not recorded | 68fa7b8a1e209131cea89019 |

### EEGM2

Accuracy: 74.26. Result ID: 69d5fe8747f34ce924be1343.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Fine"}. This record does not assert independent reproduction.

### EEG2Rep

Accuracy: 73.6. Result ID: 69d5fe8747f34ce924be133e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MAEEG

Accuracy: 72.46. Result ID: 69d5fe8747f34ce924be133c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ddf1e209131cea3c9db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EEGM2

Accuracy: 72.39. Result ID: 69d5fe8747f34ce924be1342.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Scratch"}. This record does not assert independent reproduction.

### EEGM2

Accuracy: 70.24. Result ID: 69d5fe8747f34ce924be1341.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

Recorded evaluation configuration: {"Model Variant":"Light"}. This record does not assert independent reproduction.

### BIOT

Accuracy: 69.88. Result ID: 69d5fe8747f34ce924be133f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BENDR

Accuracy: 69.74. Result ID: 69d5fe8747f34ce924be133d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f171e209131ce9e7701.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EEGM2

Accuracy: 68.59. Result ID: 69d5fe8747f34ce924be1340.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b8a1e209131cea89019.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Linear"}. This record does not assert independent reproduction.

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