# EEG Classification on Emotiv Attention

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

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

Data updated: 2026-04-08T07:06:57.806Z

Evaluation of EEG Classification performance metrics (Accuracy and AUROC) on the Emotiv Attention 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 Attention |
| 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-attention.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| EEGM2 | 82.81 | Not recorded | 68fa7b8a1e209131cea89019 |
| MAEEG | 82.61 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEGM2 | 79.14 | Not recorded | 68fa7b8a1e209131cea89019 |
| BENDR | 76.93 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEGM2 | 76.58 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEGM2 | 76.05 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEG2Rep | 75.41 | Not recorded | 68fa7b8a1e209131cea89019 |
| BIOT | 73.59 | Not recorded | 68fa7b8a1e209131cea89019 |

### EEGM2

Accuracy: 82.81. Result ID: 69d5fe8747f34ce924be1351.

[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.

### MAEEG

Accuracy: 82.61. Result ID: 69d5fe8747f34ce924be134c.

[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: 79.14. Result ID: 69d5fe8747f34ce924be1353.

[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.

### BENDR

Accuracy: 76.93. Result ID: 69d5fe8747f34ce924be134d.

[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: 76.58. Result ID: 69d5fe8747f34ce924be1352.

[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: 76.05. Result ID: 69d5fe8747f34ce924be1350.

[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.

### EEG2Rep

Accuracy: 75.41. Result ID: 69d5fe8747f34ce924be134e.

[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.

### BIOT

Accuracy: 73.59. Result ID: 69d5fe8747f34ce924be134f.

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

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

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