# EEG decoding methods with results on BCI Report

Methods

One page per method, gathering its published figures across datasets. A figure is comparable only within its group: tasks, cohorts, chance levels and electrode layouts differ between groups, so there is no overall ranking.

## Methods with pages

| Method | Family | Measured on |
| --- | --- | --- |
| [EEGNet](https://bci.report/methods/eegnet/) | Compact model | ds003810 · EEGMAT · BETA · ds006593 · TMNRED / ds005383 · EESM19 scalp subset · ds005342 · Wearable SSVEP BCI dataset (dry and wet electrodes) |
| [LaBraM](https://bci.report/methods/labram/) | Foundation model | ds003810 · EEGMAT · BETA · ds006593 · TMNRED / ds005383 · EESM19 scalp subset · ds005342 · Mobile BCI dataset (SSVEP and ERP paradigms) |
| [CBraMod](https://bci.report/methods/cbramod/) | Foundation model | ds003810 · EEGMAT · BETA · ds006593 · TMNRED / ds005383 · EESM19 scalp subset · ds005342 · Mobile BCI dataset (SSVEP and ERP paradigms) |
| [ShallowFBCSPNet](https://bci.report/methods/shallowfbcspnet/) | Compact model | ds005342 |
| [Deep4Net](https://bci.report/methods/deep4net/) | Compact model | ds005342 |
| [CSP+LDA](https://bci.report/methods/csp-lda/) | Classical method | ds003810 · ds005342 |
| [CCA](https://bci.report/methods/cca/) | Classical method | BETA · Wearable SSVEP BCI dataset (dry and wet electrodes) · Mobile BCI dataset (SSVEP and ERP paradigms) |
| [FBCCA](https://bci.report/methods/fbcca/) | — | Wearable SSVEP BCI dataset (dry and wet electrodes) |
| [eTRCA](https://bci.report/methods/etrca/) | — | Wearable SSVEP BCI dataset (dry and wet electrodes) |

## Other measured baselines

BCI Report's own fixed baselines and references. Their figures sit in the topic pages and the core matrix.

- Spectral ridge · Classical method
- Temporal ridge · Classical method

## In the directory, not measured

Models listed in the model directory with no published result, and the reason.

- [EEGPT ↗](https://github.com/BINE022/EEGPT) · Foundation model · Rights review pending
- [BIOT ↗](https://github.com/ycq091044/BIOT) · Foundation model · Adapter needed
- [REVE Base ↗](https://github.com/elouayas/reve_eeg) · Foundation model · Access gated
- [Signal-JEPA ↗](https://huggingface.co/braindecode/signal-jepa) · Foundation model · Research candidate
- [BENDR ↗](https://huggingface.co/braindecode/braindecode-bendr) · Foundation model · Research candidate
- [CSBrain ↗](https://github.com/yuchen2199/CSBrain) · Foundation model · Access unverified
- [Neuro-GPT ↗](https://github.com/wenhui0206/NeuroGPT) · Foundation model · Research candidate
- [EEG-Conformer ↗](https://github.com/eeyhsong/EEG-Conformer) · Compact model · Research candidate
- [EEGSimpleConv ↗](https://braindecode.org/stable/generated/braindecode.models.EEGSimpleConv.html) · Compact model · Research candidate

[All datasets →](https://bci.report/datasets/)

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Markdown copy of https://bci.report/methods/, generated from the published page. Figures are aggregate results; terms of use: https://bci.report/data-use/