Comparison of consumer brain–computer interfaces
This is a comparison of brain-computer interface devices available on the consumer market.
Comparison
Device | Price | Electrodes | ADC bits | Sensors Interpret: | Peripheral | SDK | Released | Producer | Interface | Notes |
---|---|---|---|---|---|---|---|---|---|---|
Aurora Dream Headband | $199[1] | 1 | 8 | frontal EEG/EOG sensor, open SDK, embedded 4-stage sleep tracking, 2 LEDs near the eyes | Yes | Yes | July 2015 | iwinks | Bluetooth Low Energy / USB / SD Card | Consumer Sleep Device |
Melon Headband | $149 | 4 | ? | L+R hemisphere prefrontal EEG | Yes | Nov 2014 | Melon | Bluetooth Low Energy | A headband and mobile app to measure your focus | |
HiBrain | $230[2] | 1 | ? | 9 mental states, facial tension, eye movement & quiet eye [3] | Yes | Yes | SEP 2014 | HyperNeuro | Bluetooth or RF | Healthcare. Golden alloy active electrode. |
iFocusBand | $310[4] | 1 | ? | 8 mental states, facial tension, eye movement & quiet eye [5] | Yes | Yes | October 2014 | iFocusBand | Bluetooth | Soft woven sensors, audio feedback. |
MindWave | $99.95 [6] | 1[7] | 12 | 2 mental states (based on 4 brainwaves), eyeblinks[8] | Yes | Yes[9][10] | 21 March 2011; 14 years ago | NeuroSky | ||
Mindflex (Uses NeuroSky chips) | $50 [11] | 1[12] | 12 | 1 mental state | No | No | 21 December 2009; 15 years ago | Mattel (Neurosky partner[12] | ||
Emotiv EPOC | $399–499 [13] | 14[14] | 16 | 3 mental states (based on brainwaves), 13 conscious thoughts, facial expressions, head movements (sensed by 2 gyros)[15] | Yes | Yes[16][17] | 21 December 2009; 15 years ago | Emotiv Systems | ||
Emotiv Insight | $299 [18] | 5[19] | 14 | Yes | Expected | Expected April 2015 | Emotiv Lifescience | Bluetooth 4.0 LE.[19] | ||
Star Wars Force Trainer (based on NeuroSky chips) | $45 [20] | 1 [12] | 12 | 1 mental state | No | No | 21 June 2009; 15 years ago | Uncle Milton (Neurosky partner[12] | Discontinued | |
MindSet | $199 [21] | 1[22] | 12 | 2 mental states (based on 4 brainwaves), eyeblinks[8] | Yes | Yes[23] | March 2007; 18 years ago | NeuroSky | ||
Mindball | $20,000 [24] | 1[25] | ? | 1 mental state | No | No | 21 March 2003; 22 years ago | Interactive Productline | ||
XWave headset (uses NeuroSky chips) | $90 [26] | 1 | 12 | 8 EEG bands | Yes | Yes | 5 January 2011; 14 years ago (Windows and iOS apps available now, Android app available soon[27]) | PLX Devices | Bluetooth | Designed to look like a normal sports headband, no longer available |
XWave Sonic (uses NeuroSky chips) | $100 [28] | 1 | 12 | ? | ? | ? | iOS apps available now | PLX Devices | Bluetooth | Discontinued |
MyndPlay BrainBand (Uses NeuroSky chips [29]) | $158[30] | 1 | 12 | 8 EEG bands | Yes | Yes | 1 December 2011; 13 years ago | MyndPlay | Bluetooth | Soft headband, uses conductive gel for ear-clip |
Muse | $299[31] | 4 | 16 | 7 sensors; 5 front (2 active, 2 DRL, 1 reference), 2 active behind ears [32] | ? | Yes | Shipped April 2014 | InteraXon | Bluetooth | Comes with brain training app designed to reduce stress and improve focus.[33] |
OpenBCI | $449[34] or $799[35] | 8 or 16 per board | 24 | Yes | Yes | Shipped to general public Dec 2014 | OpenBCI project | Bluetooth 4.0 | Open hardware project. Boards can be daisy chained together to increase electrode count. |
Open-source projects
Emokit is an open-source Python library for reading out sensor data from the EPOC (Emotiv Systems) by Cody Brocious. It was built by reverse-engineering the encrypted protocol.[36] Emokit has been deprecated in favour of emokit.[37]
In 2011 Make magazine published an article on hacking NeuroSky headsets. In 2012 Hack a Day published an article on modifying NeuroSky headsets for sleep and dream research.
Open-source Matlab toolboxes such as EEGLAB, Fieldtrip, and the Neurophysiological Biomarker Toolbox (NBT) can be used to process data from the electroencephalography. The Fieldtrip toolbox also offers a real-time plugin.[38]
OpenVibe is a LGPL software platform (C++) to design, test and use BCI.[39] The software comes with an acquisition server that is currently compatible with many EEG device including Neurosky Mindset, Emotiv EPOC (Research Edition or above) and OpenEEG. The software is developed at INRIA.
Several open-source computer programs are also available from EPFL's CNBI project.[40][41]
The openEEG project[42] has developed several open hardware EEG devices.
OpenBCI [43] ran a successful Kickstarter crowd-funding campaign in January, 2014, and shipped its open-hardware signal acquisition boards to the public (and released its open-source software) in December.
Technology
All of the devices listed use electroencephalography except the Neural Impulse Actuator which only uses electromyography. Some use both electroencephalography and electromyography, such as the BrainBand MindWave, EPOC, and MindSet.
The OpenBCI board can acquire electroencephalography (EEG, electrical activity of the brain), electromyography (EMG, electrical activity of skeletal muscles), and electrocardiography (ECG or EKG, electrical activity of the heart) data.
References
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External links
- Porting Digital Memory, H+ Magazine, 25 May 2010
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- ↑ NeuroSky Developers open source SDK
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- ↑ Emokit open source SDK
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- ↑ Python library for the Emotiv EPOC headset on Github
- ↑ daeken/Emokit has been deprecated in favour of qdot/emokit on GitHub
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