BLINK

Codes for the paper titled, "Blink: A Fully Automated Unsupervised Algorithm for Eye Blink Detection in EEG Signals"

Citation

The dataset and codes are freely available for research use. Please cite the following publication for using the codes and dataset

Mohit Agarwal, Raghupathy Sivakumar
BLINK: A Fully Automated Unsupervised Algorithm for Eye-Blink Detection in EEG Signals
57th Annual Allerton Conference on Communication, Control, and Computing (Allerton). IEEE, 2019.

Dataset

Dataset can be downloaded from the link

Dataset	Type	Users	Blinks
EEG-IO	Involuntary	20	500
EEG-VV	Voluntary	12	750
EEG-VR	Voluntary	12	600

Codes

Put EEG-IO or EEG-VV or EEG-VR dataset in data/ folder, and choose the appropriate options in blink.py Run blink.py for replicating the results presented in the paper

Sample Output

File Name:  S05_data.csv S05_labels.csv
Confusion Matrix:
[[26  0]
 [ 0 26]]
Recall, Precision, F1 Score
1.0 1.0 1.0

Contact

Mohit Agarwal

Email: me.agmohit@gmail.com

References

[1] Blink: A Fully Automated Unsupervised Algorithm for Eye Blink Detection in EEG Signals

meagmohit/BLINK