Decoding Music Attention from “EEG headphones”: a User-friendly Auditory Brain-computer Interface
Listening to music is a joyful way to relax. Many people enjoy playing music in the background in their daily life, even while working. This makes music an excellent choice as a stimulus for building a user-friendly auditory brain-computer interface. In this study, we designed a new brain-computer interface system using music as the stimuli, and recorded brain signals from Smartfones, an EEG recording device integrated into a pair of headphones. We spatialized musical instruments, and asked the participants to pay attention to either the vibraphone on the left or the piano on the right. Then, we used a stimulus reconstruction method to decode attention from EEG signals. Results show that the proposed system can achieve good decoding accuracy on top of its superior user-friendliness compared to EEG caps. These results suggest the viability of using music in designing future auditory brain-computer interfaces.
- 日期:
- 演讲者:
- Wenkang (Winko) An
- 所属机构:
- Carnegie Mellon University
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Hannes Gamper
Principal Researcher
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接下来观看
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Decoding the Human Brain – A Neurosurgeon’s Experience
Speakers:- Pascal Zinn,
- Ivan Tashev