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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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AI-YOLO Based Smart Laboratory Security for Automated Face Recognition and Suspicious Activity Detection Hamzidah, Nurul Khaerani; Syahrir, Syahrir; Jariyah, Ainun; Da Costa, Carlos Agunar; Saenab, Sitti; Muin, Dul Arafat; Ichzan As, Nur
Journal of Applied Informatics and Computing Vol. 10 No. 1 (2026): February 2026
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v10i1.11936

Abstract

Ensuring laboratory security is a critical consideration within campus environments to effectively prevent theft and suspicious activities. Traditional CCTV systems predominantly rely on manual monitoring, resulting in delayed responses to incidents. This research seeks to develop and implement an Artificial Intelligence (AI)-based laboratory security system, integrating three primary models: YOLOv5 for human object detection, Face Recognition for individual identification, and Media Pipe Pose for real-time analysis of suspicious movements. The system is designed as a Flask-based monitoring website, which displays activity logs, detected individual identities, and automated notifications based on image processing results on a Raspberry Pi connected to CCTV cameras. The research methodology employs an applied experimental approach, encompassing stages such as system design, face dataset collection, data encoding utilizing the Face Recognition Library, and performance evaluation under two lighting conditions (bright and dark) and three distance variations. The test results indicate that the Face Recognition method operates optimally at a distance of 2 meters in bright lighting conditions, achieving an accuracy of up to 92%. However, its performance declines at distances exceeding 3 meters and under low-light conditions. Conversely, MediaPipe Pose exhibits high stability, with an average accuracy of 94% in bright conditions and 89% in dark conditions, and is capable of transmitting real-time notifications for activities such as lifting objects or placing hands into pockets. The AI-based laboratory security system developed has demonstrated effectiveness, adaptability, and responsiveness in the automatic detection of identities and suspicious activities. The integration of YOLO v5, Face Recognition, and MediaPipe Pose models offers an intelligent and efficient security solution that facilitates the implementation of the Smart Campus concept within educational environments.
Co-Authors Abdullah, Syarifah Adi Neneng Abdullah Adindi, Satria Aflizal Zubir, Awal Aj-Jaudah, Salsabila Al Mufarriju, Aisyah Khoirunni'mah Ali Djamhuri Annisa, Ayu Arda, Darmi Ariani, Sri Purwanti Arianti, Windy Arianti, Windy Arliatin, Arliatin Arnes Yuli Vandika Asrida Asrida, Asrida Astuti - Auliyani, Siti Ayu Wulandari Bele, Paskalia Afni CHOIRUNNISA Da Costa, Carlos Agunar Darwis, Amelia Daud, Daud Desma Yuliadi Saputra Destri Astrianingsih Devita, Rita Dewi Parwati Dewi, Mifta Df, Denita Dhone, Maria Tifana Dito Anurogo, Dito Elfina, Sela Ely Susanti Ernawati Ernawati Fakhrimantho, Agus Fatima, Noviana Deam febriyanti febriyanti Gago, Jumilah Ghorizah, Fithrotul H, Maimunah H., Nurrishma S. H., Nurrishma S. Harmonika, Sri Hartati Hartati Hasibuan, Evis Ritawani Hasmah Hijrawati Hijrawati, Hijrawati Hilmi Najamudin, Muhammad Husein, Ach. Munawi Ichzan As, Nur Indrabulan, Tantri Iqbal Maulana Irmawati Irmawati Islahudin Izzaty, Nur Jainuddin Kamalia, Noor Khoeriyah, Amanahtul Latif, Sarifudin Andi Latipah, Nor Laurens Kaluge, Laurens Leli, Leli LESTARI, FIKA lidia fitri, lidia Lubis, Halimatussakdiyah M. Cholid Mawardi Mahendika, Devin Mahmudah, Zuhrotul Maimunah H. Daud Mainassy, Meilisa Carlen Maizi, Hazful Mardiah Astuti Maria Fatima Mei Maria Waldetrudis Lidi Mayasari, Eka Melania Priska Misa, Sefrasia Falentina Moset, Maria Muhammad Ilyas Syarif Muhammad Irham Muhammad Rakib Muin, Dul Arafat Mukh Nursikin, Mukh Mutyati, Mutyati Najamuddin Najamuddin, Najamuddin Nake, Maria Fransiska Navi, Lusia Herlina Ningsih, Nining Ade Nissa, Hayyatun Nona, Hadijah Nora, Asla Nuphanudin, Nuphanudin Nur Diana NUR EFENDI Nur Hidayah, Detri Nurul Khaerani Hamzidah Pannyiwi, Rahmat Pano, Margaretha Sryani Puspitaningtyas, Amalia Risqi Qudratullah, Fyzria Rabuana, Susi RACHMAT RAMLI Rahmat, Rezqiqah Aulia Raisa Fitri Ramadani, Fitriya Ratu Ilma Indra Putri Raudatul Patimah, Raudatul Raysan, M. Rafie Riandra Abroor, Muahammad Dzaki Ricda Nurhikmayanti Hamzah Riskawati Riskawati, Riskawati Rizky Auliah Juniarti Romansyah Sahabuddin Roni Alim Ba’diya Kusufa Rosdiana Rosdiana Rosida Rosida Rosmiati Rosmiati Rosyidi, Muhammad Saad, Rahmiyani Safidni, Elvira Safitriani, Desi Sakir, Riesa Krisna Astuti Salim, Nur Luthfia Salsabila, Safana Sani, Stefan Anselmus Lamen Sari, Devi Dwita Sari, Nor Tiara Sar’iyyah, Nining Sitti Fatimah Sitti Saenab, Sitti Sri Wulan, Sri Sudiamin, Fitri H. Sulistiawanti, Nur Latipah Supriadi, Pemas Suryono Suryono Suspa Nita, Rina Syahridayanti Syahridayanti Syahrir Syahrir Syarif Hidayatullah Thalib, Kiki Uniatri Tophani, Ira Umalihayati Utami, Rasrawati Widya Veroniva, Junia Thre Virgilius Bate Lina Wae, Veronika P S M Wae, Veronika P. S. M. Wae, Veronika Praja Sinta Mbia Wahdaniya, Mughni Wao, Yosephina P Wasiyem, Wasiyem Yosephina Payu Wao Yuhansyah, Yuhansyah Yuliana Yenita Mete Yundari, Yundari Zahriyah, Shofiatus Zulkardi Zulkardi Zulkardi