How accurate is OpenBCI for sleep tracking?

Last Updated on June 6, 2024 by pg@petergamma.org

Max Eastwood from Thailand published in the www.openbci.com forum some results where he used:

  • OpenBCI Cyton with 8 channels
  • and OpenBCI Daisy with 16 channels

for sleep tracking. And he showed some graph of sleep staging:

And also some graphs for relative band power:

https://openbci.com/forum/index.php?p=/discussion/3746/sleep-monitoring-with-eeg

The Dreem 2 headband with 4 EEG channels has about 80 percent of the accuracy of a professional polysomnography device. These are rather low accuracy values:

Gold standard for Polysomnography requires a 12 channel device, which is rather complicated:

https://en.wikipedia.org/wiki/Polysomnography

  • It would be interesting to know how accurate an OpenBCI 16 EEG headset is for sleep tracking.

Since is an EEG cap with for instance 16 EEG channels not much more comfortable to wear than the device shown above?

y Frederik_D_Weber
  • Frederik D. Weber from Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, The Netherlands has written an instruction for a sleep lab with OpenBCI with 8 or 16 channels.:
  • Frederik D. Weber describes his instruction a “sleep lab for less than $1000 with OpenBCI”
  • SpiSOP (abrev. for Spindles Slow Oscillation and Power-spectral-density) is an open source tool supporting detection and reporting of spindle or slow oscillation events, their co-occurance or respective matching non-events and power (density) of specific spectra or frequency bands in pre-scored (sleep stages) EEG and MEG data as well as simple automatic EMG artifact detection.
  • So it is something really serious.
  • It is a software which runs in Matlab.
  • There is also Python software available such as the Python Sleep Software.
  • And it would be interesting to know how accurate OpenBCI with 8 and 16 channels is for sleep tracking.
  • We think it should easily beat the Dreem 2 headband as far as accuracy is concerned, since it has much more channels.
  • Dreem 2 is not availably anymore for anyone, but OpenBCI.

What is your opinion about this topic? Write it in the comments below.

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