# EEG Classification on Emotiv DriverDistraction

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

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

Data updated: 2026-04-08T07:06:57.756Z

Evaluation of EEG Classification performance on the Emotiv DriverDistraction dataset, reporting Accuracy (ACC) and AUROC.

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 DriverDistraction |
| Metric | Accuracy (ACC) |
| 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 (ACC)](<https://www.sota2.com/research/sota/eeg-classification-on-emotiv-driverdistraction.md?metric=Accuracy%20(ACC)>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy (ACC) | Result date | Report paper |
| --- | --- | --- | --- |
| EEGM2 | 81.11 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEG2Rep | 80.07 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEGM2 | 76.54 | Not recorded | 68fa7b8a1e209131cea89019 |
| MAEEG | 74.58 | Not recorded | 68fa7b8a1e209131cea89019 |
| BIOT | 74.34 | Not recorded | 68fa7b8a1e209131cea89019 |
| BENDR | 74.31 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEGM2 | 73.99 | Not recorded | 68fa7b8a1e209131cea89019 |
| EEGM2 | 73.44 | Not recorded | 68fa7b8a1e209131cea89019 |

### EEGM2

Accuracy (ACC): 81.11. Result ID: 69d5fe8747f34ce924be1339.

[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.

### EEG2Rep

Accuracy (ACC): 80.07. Result ID: 69d5fe8747f34ce924be1336.

[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.

### EEGM2

Accuracy (ACC): 76.54. Result ID: 69d5fe8747f34ce924be133b.

[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.

### MAEEG

Accuracy (ACC): 74.58. Result ID: 69d5fe8747f34ce924be1334.

[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.

### BIOT

Accuracy (ACC): 74.34. Result ID: 69d5fe8747f34ce924be1337.

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

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

### BENDR

Accuracy (ACC): 74.31. Result ID: 69d5fe8747f34ce924be1335.

[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 (ACC): 73.99. Result ID: 69d5fe8747f34ce924be1338.

[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.

### EEGM2

Accuracy (ACC): 73.44. Result ID: 69d5fe8747f34ce924be133a.

[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.

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