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Visual based drowsiness detection using facial features

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Visual based drowsiness detection using facial features. / Nguyen, Quang; Anh Tho, Le T.; Van, Toi Vo; Yu, Hui; Thang, Nguyen Duc.

Proceedings of the 6th International Conference on the Development of Biomedical Engineering in Viteman (BME6). ed. / Toi Vo Van; Thanh An Nguyen Le; Nguyen Duc Thang. Springer Singapore, 2017. p. 723-727 (IFMBE Proceedings; Vol. 63).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Harvard

Nguyen, Q, Anh Tho, LT, Van, TV, Yu, H & Thang, ND 2017, Visual based drowsiness detection using facial features. in T Vo Van, TAN Le & ND Thang (eds), Proceedings of the 6th International Conference on the Development of Biomedical Engineering in Viteman (BME6). IFMBE Proceedings, vol. 63, Springer Singapore, pp. 723-727, BME International Conference on the Development of Biomedical Engineering in Vietnam, Ho Chi Minh, Vietnam, 27/06/17. https://doi.org/10.1007/978-981-10-4361-1_124

APA

Nguyen, Q., Anh Tho, L. T., Van, T. V., Yu, H., & Thang, N. D. (2017). Visual based drowsiness detection using facial features. In T. Vo Van, T. A. N. Le, & N. D. Thang (Eds.), Proceedings of the 6th International Conference on the Development of Biomedical Engineering in Viteman (BME6) (pp. 723-727). (IFMBE Proceedings; Vol. 63). Springer Singapore. https://doi.org/10.1007/978-981-10-4361-1_124

Vancouver

Nguyen Q, Anh Tho LT, Van TV, Yu H, Thang ND. Visual based drowsiness detection using facial features. In Vo Van T, Le TAN, Thang ND, editors, Proceedings of the 6th International Conference on the Development of Biomedical Engineering in Viteman (BME6). Springer Singapore. 2017. p. 723-727. (IFMBE Proceedings). https://doi.org/10.1007/978-981-10-4361-1_124

Author

Nguyen, Quang ; Anh Tho, Le T. ; Van, Toi Vo ; Yu, Hui ; Thang, Nguyen Duc. / Visual based drowsiness detection using facial features. Proceedings of the 6th International Conference on the Development of Biomedical Engineering in Viteman (BME6). editor / Toi Vo Van ; Thanh An Nguyen Le ; Nguyen Duc Thang. Springer Singapore, 2017. pp. 723-727 (IFMBE Proceedings).

Bibtex

@inproceedings{104b501a2f1a49e0a50a119c9b40a047,
title = "Visual based drowsiness detection using facial features",
abstract = "In this paper, a camera-based system is proposed to detect and monitor drowsiness of a car driver in real time. The system utilizes an RGB image to track the drivers{\textquoteright} face and their eyes to detect sleepy sign. For the face detection and segmentation, a robust method based on Haar features is applied. Within the segmented areas of faces, random forest is utilized to locate eye regions. Once the eyes are located, the local region of eyes is extracted to yield binary images of the eye silhouettes in which the open and close stages of the eyes are revealed. The portion of the close states of the eyes during a certain number of frames is calculated to track the drowsiness signs. If this portion exceeds a predefined threshold, the system concludes that the driver tends to falling asleep and generate alert to the users.",
keywords = "human-machine interface, drowsiness monitoring, face detection, decision tree",
author = "Quang Nguyen and {Anh Tho}, {Le T.} and Van, {Toi Vo} and Hui Yu and Thang, {Nguyen Duc}",
year = "2017",
month = sep,
day = "24",
doi = "10.1007/978-981-10-4361-1_124",
language = "English",
isbn = "978-9811043604",
series = "IFMBE Proceedings",
publisher = "Springer Singapore",
pages = "723--727",
editor = "{Vo Van}, Toi and Le, {Thanh An Nguyen} and Thang, {Nguyen Duc}",
booktitle = "Proceedings of the 6th International Conference on the Development of Biomedical Engineering in Viteman (BME6)",
note = "BME International Conference on the Development of Biomedical Engineering in Vietnam ; Conference date: 27-06-2017 Through 29-06-2017",

}

RIS

TY - GEN

T1 - Visual based drowsiness detection using facial features

AU - Nguyen, Quang

AU - Anh Tho, Le T.

AU - Van, Toi Vo

AU - Yu, Hui

AU - Thang, Nguyen Duc

PY - 2017/9/24

Y1 - 2017/9/24

N2 - In this paper, a camera-based system is proposed to detect and monitor drowsiness of a car driver in real time. The system utilizes an RGB image to track the drivers’ face and their eyes to detect sleepy sign. For the face detection and segmentation, a robust method based on Haar features is applied. Within the segmented areas of faces, random forest is utilized to locate eye regions. Once the eyes are located, the local region of eyes is extracted to yield binary images of the eye silhouettes in which the open and close stages of the eyes are revealed. The portion of the close states of the eyes during a certain number of frames is calculated to track the drowsiness signs. If this portion exceeds a predefined threshold, the system concludes that the driver tends to falling asleep and generate alert to the users.

AB - In this paper, a camera-based system is proposed to detect and monitor drowsiness of a car driver in real time. The system utilizes an RGB image to track the drivers’ face and their eyes to detect sleepy sign. For the face detection and segmentation, a robust method based on Haar features is applied. Within the segmented areas of faces, random forest is utilized to locate eye regions. Once the eyes are located, the local region of eyes is extracted to yield binary images of the eye silhouettes in which the open and close stages of the eyes are revealed. The portion of the close states of the eyes during a certain number of frames is calculated to track the drowsiness signs. If this portion exceeds a predefined threshold, the system concludes that the driver tends to falling asleep and generate alert to the users.

KW - human-machine interface

KW - drowsiness monitoring

KW - face detection

KW - decision tree

U2 - 10.1007/978-981-10-4361-1_124

DO - 10.1007/978-981-10-4361-1_124

M3 - Conference contribution

SN - 978-9811043604

T3 - IFMBE Proceedings

SP - 723

EP - 727

BT - Proceedings of the 6th International Conference on the Development of Biomedical Engineering in Viteman (BME6)

A2 - Vo Van, Toi

A2 - Le, Thanh An Nguyen

A2 - Thang, Nguyen Duc

PB - Springer Singapore

T2 - BME International Conference on the Development of Biomedical Engineering in Vietnam

Y2 - 27 June 2017 through 29 June 2017

ER -

ID: 5040382