Face detection and recognition in real-time photos with haar cascade and local binary pattern histogram for automatic door locking system

A. Ian Haikal Amir; P. Raihan Nugroho; Wiwit Ria Rahayu; Dea Faiza Febrianty; Nailil Farihah; Winda Nur Azizah; Iwan Cony Setiadi; Yonatan Davidson Gultom

doi:10.1117/12.2587028

Face detection and recognition in real-time photos with haar cascade and local binary pattern histogram for automatic door locking system

A. Ian Haikal Amir, P. Raihan Nugroho, Wiwit Ria Rahayu, Dea Faiza Febrianty, Nailil Farihah, Winda Nur Azizah, Iwan Cony Setiadi, Yonatan Davidson Gultom

Laboratory of Photonic Engineering

Institut Teknologi Sepuluh Nopember

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

Home door security systems using facial recognition based on image processing have been widely developed. Face detection in this system uses the Haar-Cascade Method. The system was tested using 4 types of tests, namely the accuracy test, the distance test, the facial expression test, and the lighting conditions test. The results show that this door design system has a total average accuracy level of 97.2%, with an optimal distance of 1.5 meters, and the condition of the lights must be on. Meanwhile, for the facial expression variation test, the system can distinguish well except when the face is tilted left or right.

Original language	English
Title of host publication	Fourth International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020
Editors	Agus Muhammad Hatta, Aulia Nasution, Ruri Agung Wahyuono
Publisher	SPIE
ISBN (Electronic)	9781510644120
DOIs	https://doi.org/10.1117/12.2587028
Publication status	Published - 2021
Event	4th International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020 - Virtual, Online, Indonesia Duration: 1 Dec 2020 → 2 Dec 2020

Publication series

Name	Proceedings of SPIE - The International Society for Optical Engineering
Volume	11789
ISSN (Print)	0277-786X
ISSN (Electronic)	1996-756X

Conference

Conference	4th International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020
Country/Territory	Indonesia
City	Virtual, Online
Period	1/12/20 → 2/12/20

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10.1117/12.2587028

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Ian Haikal Amir, A., Raihan Nugroho, P., Rahayu, W. R., Febrianty, D. F., Farihah, N., Azizah, W. N., Setiadi, I. C., & Gultom, Y. D. (2021). Face detection and recognition in real-time photos with haar cascade and local binary pattern histogram for automatic door locking system. In A. M. Hatta, A. Nasution, & R. A. Wahyuono (Eds.), Fourth International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020 Article 1178908 (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 11789). SPIE. https://doi.org/10.1117/12.2587028

Ian Haikal Amir, A. ; Raihan Nugroho, P. ; Rahayu, Wiwit Ria et al. / Face detection and recognition in real-time photos with haar cascade and local binary pattern histogram for automatic door locking system. Fourth International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020. editor / Agus Muhammad Hatta ; Aulia Nasution ; Ruri Agung Wahyuono. SPIE, 2021. (Proceedings of SPIE - The International Society for Optical Engineering).

@inproceedings{3092ba241eba4f27888d4c38e378b8dc,

title = "Face detection and recognition in real-time photos with haar cascade and local binary pattern histogram for automatic door locking system",

abstract = "Home door security systems using facial recognition based on image processing have been widely developed. Face detection in this system uses the Haar-Cascade Method. The system was tested using 4 types of tests, namely the accuracy test, the distance test, the facial expression test, and the lighting conditions test. The results show that this door design system has a total average accuracy level of 97.2%, with an optimal distance of 1.5 meters, and the condition of the lights must be on. Meanwhile, for the facial expression variation test, the system can distinguish well except when the face is tilted left or right.",

author = "{Ian Haikal Amir}, A. and {Raihan Nugroho}, P. and Rahayu, {Wiwit Ria} and Febrianty, {Dea Faiza} and Nailil Farihah and Azizah, {Winda Nur} and Setiadi, {Iwan Cony} and Gultom, {Yonatan Davidson}",

note = "Publisher Copyright: {\textcopyright} SPIE. Downloading of the abstract is permitted for personal use only.; 4th International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020 ; Conference date: 01-12-2020 Through 02-12-2020",

year = "2021",

doi = "10.1117/12.2587028",

language = "English",

series = "Proceedings of SPIE - The International Society for Optical Engineering",

publisher = "SPIE",

editor = "Hatta, {Agus Muhammad} and Aulia Nasution and Wahyuono, {Ruri Agung}",

booktitle = "Fourth International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020",

address = "United States",

}

Ian Haikal Amir, A, Raihan Nugroho, P, Rahayu, WR, Febrianty, DF, Farihah, N, Azizah, WN, Setiadi, IC & Gultom, YD 2021, Face detection and recognition in real-time photos with haar cascade and local binary pattern histogram for automatic door locking system. in AM Hatta, A Nasution & RA Wahyuono (eds), Fourth International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020., 1178908, Proceedings of SPIE - The International Society for Optical Engineering, vol. 11789, SPIE, 4th International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020, Virtual, Online, Indonesia, 1/12/20. https://doi.org/10.1117/12.2587028

Face detection and recognition in real-time photos with haar cascade and local binary pattern histogram for automatic door locking system. / Ian Haikal Amir, A.; Raihan Nugroho, P.; Rahayu, Wiwit Ria et al.
Fourth International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020. ed. / Agus Muhammad Hatta; Aulia Nasution; Ruri Agung Wahyuono. SPIE, 2021. 1178908 (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 11789).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Face detection and recognition in real-time photos with haar cascade and local binary pattern histogram for automatic door locking system

AU - Ian Haikal Amir, A.

AU - Raihan Nugroho, P.

AU - Rahayu, Wiwit Ria

AU - Febrianty, Dea Faiza

AU - Farihah, Nailil

AU - Azizah, Winda Nur

AU - Setiadi, Iwan Cony

AU - Gultom, Yonatan Davidson

PY - 2021

Y1 - 2021

N2 - Home door security systems using facial recognition based on image processing have been widely developed. Face detection in this system uses the Haar-Cascade Method. The system was tested using 4 types of tests, namely the accuracy test, the distance test, the facial expression test, and the lighting conditions test. The results show that this door design system has a total average accuracy level of 97.2%, with an optimal distance of 1.5 meters, and the condition of the lights must be on. Meanwhile, for the facial expression variation test, the system can distinguish well except when the face is tilted left or right.

AB - Home door security systems using facial recognition based on image processing have been widely developed. Face detection in this system uses the Haar-Cascade Method. The system was tested using 4 types of tests, namely the accuracy test, the distance test, the facial expression test, and the lighting conditions test. The results show that this door design system has a total average accuracy level of 97.2%, with an optimal distance of 1.5 meters, and the condition of the lights must be on. Meanwhile, for the facial expression variation test, the system can distinguish well except when the face is tilted left or right.

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M3 - Conference contribution

AN - SCOPUS:85103313550

T3 - Proceedings of SPIE - The International Society for Optical Engineering

BT - Fourth International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020

A2 - Hatta, Agus Muhammad

A2 - Nasution, Aulia

A2 - Wahyuono, Ruri Agung

PB - SPIE

T2 - 4th International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020

Y2 - 1 December 2020 through 2 December 2020

ER -

Ian Haikal Amir A, Raihan Nugroho P, Rahayu WR, Febrianty DF, Farihah N, Azizah WN et al. Face detection and recognition in real-time photos with haar cascade and local binary pattern histogram for automatic door locking system. In Hatta AM, Nasution A, Wahyuono RA, editors, Fourth International Seminar on Photonics, Optics, and Its Applications, ISPhOA 2020. SPIE. 2021. 1178908. (Proceedings of SPIE - The International Society for Optical Engineering). doi: 10.1117/12.2587028

Face detection and recognition in real-time photos with haar cascade and local binary pattern histogram for automatic door locking system

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