# Phantom EEG with motion, muscle and eye artifacts: EEG decoding results

Physical head phantom with motion, muscle and eye artifacts

128-channel EEG recorded by Downey and Ferris (University of Florida) from an electrically conductive head phantom, with no human participants, containing 10 brain sources and 10 artifact sources, under six conditions: brain only; brain plus eye, neck-muscle, facial-muscle or walking-motion artifacts; or all together. Released on OpenNeuro as ds004784 (CC0, 2023) alongside the iCanClean paper (Sensors, 2023).

**Also known as** Phantom EEG Dataset with Motion, Muscle, and Eye Artifacts and Example Scripts · OpenNeuro ds004784 · Phantom EEG with motion, muscle and eye artifacts

Description sources [openneuro.org](https://openneuro.org/datasets/ds004784) · [doi.org](https://doi.org/10.18112/openneuro.ds004784.v1.0.4) · [pmc.ncbi.nlm.nih.gov](https://pmc.ncbi.nlm.nih.gov/articles/PMC10574843/)

## Where it appears

- [Does EEG decoding still work while walking or running?](https://bci.report/topics/on-the-move/)

## Published results

Every figure below is copied from a reviewed download, not recomputed for this page. Read each group with its protocol on the linked page.

### Movement · physical head phantom (engineering check)

Read with its protocol: [On the move](https://bci.report/topics/on-the-move/) · [evidence-update.json](https://bci.report/data/evidence-update.json)

| Method | Condition | Metric | Value | People |
| --- | --- | --- | --- | --- |
| Fixed multi-output ridge regression | Brain | Signed correlation r | 0.761 | no human participants |
| Fixed multi-output ridge regression | Brain | Predictive R² | 0.567 | no human participants |
| Fixed multi-output ridge regression | Eyes | Signed correlation r | 0.492 | no human participants |
| Fixed multi-output ridge regression | Eyes | Predictive R² | −33.612 | no human participants |
| Fixed multi-output ridge regression | Walking | Signed correlation r | 0.549 | no human participants |
| Fixed multi-output ridge regression | Walking | Predictive R² | −795.772 | no human participants |
| Fixed multi-output ridge regression | Neck | Signed correlation r | 0.310 | no human participants |
| Fixed multi-output ridge regression | Neck | Predictive R² | −596.820 | no human participants |
| Fixed multi-output ridge regression | Facial | Signed correlation r | 0.143 | no human participants |
| Fixed multi-output ridge regression | Facial | Predictive R² | −164.313 | no human participants |
| Fixed multi-output ridge regression | All | Signed correlation r | 0.115 | no human participants |
| Fixed multi-output ridge regression | All | Predictive R² | −142.832 | no human participants |

## Source and licence

### Phantom EEG with motion, muscle and eye artifacts

**Credit** Ryan J. Downey and Daniel P. Ferris · Phantom EEG Dataset with Motion, Muscle, and Eye Artifacts and Example Scripts, OpenNeuro ds004784 v1.0.4, doi:10.18112/openneuro.ds004784.v1.0.4. Method: doi:10.3390/s23198214.

[CC0-1.0 ↗](https://creativecommons.org/publicdomain/zero/1.0/) · [Dataset record ↗](https://doi.org/10.18112/openneuro.ds004784.v1.0.4)

BCI Report does not redistribute any recording. These are aggregate measurements computed by BCI Report under the licence above; the data belong to the people credited.

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

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