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Journal : INOVTEK Polbeng - Seri Informatika

Detecting Smoking Activity Behavior using YOLOv8 and YOLOv11 Salsabilla Azahra Putri; Murinto; Sunardi
INOVTEK Polbeng - Seri Informatika Vol. 10 No. 2 (2025): Juli
Publisher : P3M Politeknik Negeri Bengkalis

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35314/0q6grf14

Abstract

Smoking behavior in public spaces remains a major challenge in the implementation of public health policies, particularly within designated smoke-free zones. This study aims to examine whether architectural improvements and spatio-temporal modeling in object detection models can enhance the accuracy of real-time smoking behavior detection. Specifically, the performance of YOLOv8 and an experimental version, YOLOv11, is compared using a vision-based approach. A dataset of 3,000 annotated images is used, consisting of smoking and non-smoking activities such as drinking or phone use, with variations in lighting, body posture, and camera angles. The dataset was divided into 80% for training, 20% for validation, and 20% for testing, with data augmentation applied to improve generalization. YOLOv11 incorporates spatio-temporal modules and attention mechanisms not present in YOLOv8. Evaluation results show that YOLOv11 outperforms YOLOv8, achieving a Precision of 0.95, Recall of 0.91, and F1-Score of 0.93, while YOLOv8 reached 0.89, 0.87, and 0.88 respectively. These findings indicate that YOLOv11 offers a more robust and adaptive solution for automatically recognizing smoking behavior in real-world environments and supports the development of intelligent surveillance systems for enforcing smoke-free policies.
Co-Authors 'Aina Urfiyya, Qarriy A Zulfia Da’iyatu Rohmah A. Muhammad Idkhan A. Muhammad Irfan Abdel-Nasser Sharkawy Abdi Mohamed, Ahmed Abdul Azis Abdul Rasyid Abi Suwito Abu Zaenal Zakariya Ade Citra Zahara Adipta, Marzaenal Aditya R, Rijal Afrizal Agus Nurtiyanto, Woro AHMAD JUNAEDI Alamsyah, Haryani Alda Alfaningsih ALDO, JEFRI Alfrianto, Rifki Alimansur, Moh. Alin Liana Alkahfi, Aditya Aminuddin, Jamrud Andhika Silva Yunianto Andrew Joewono Andriyansah . Angga Muhammad Zacky Annizar, Anas Ma'ruf Anton Yudhana Aprianto . Aprilliansyah, Deco Arafat, Muhammad Yasser Ardiansyah Ardiansyah, Rizal Arditya, Rifki Ananda Arditya Ariefah Yulandari Aripin Triyanto Aris Haryadi Aris Setiawan Aris Suryadi Arrosyid, Barru Arum Manggar Sari Askar Askar, Askar Assidiq, Imam Atyah Febriyanti Aulia Hafizah, Dila Avry Pribadi Azhar Salim Badaruddin Anwar Bayu Andriyantoro, Pramudya Bayu Urip Pandiangan Budi Parmono Budiastra , A.A. Ketut Butar-Butar, Awido Chandra Z. Kiru Choirun Niswah David Dwi Oktavianus Dedek Darvina Dewi Putri Mandiri Dhirisma, Fitria Dian Wardiana Sjuchro Didik Sugeng Pambudi Dina Oktavia Dinandro Neno, Rafael Ditya Nurma Paulina Dyah Sunggingwati Edy Sumarno Edy Sumarno, Edy Erma Wahyu Mashfufa Erni Suparti, Erni Evi Novianti Ezza Pratama, Estu Fahlefi, Muhammad Daffa Rian Fahmi, Miftahuddin Faqih Alvrido Faridah Alfiyah Farizi, Imam Fath, Habibullah Khaidir Fath Fia, Misha Khusnul Fikar Angga Pratama Fiya Ainur Rohmatika Frita Tasik Bulawan Fuaddilah Ali Sofyan Furizal Garminingsih Giovani Toldo Giri Widakdo Habibah, Meiliani Zahira Habibi, Muchtar Hadi Prayitno Hafid Rahmandan Harahap, Rifa`i Hariadi, Setyo Haris Tri Wibowo Harlina, Sitti Hasan, Moch Sya'roni Hasanah, Tria Uswatun Hasanuddin Hendra Febriyanto Hendra Uloli Henryanto, Yunan Heri Sutrismin Herlambang harjo semedy Hermagustiana, Istanti Herman Yuliansyah, Herman Hernanda, Trias Hersatoto Listiyono Hery Kurniawan I Gde Budi Indrawan I Made Sumertajaya Ida Giyanti Idham Halid Lahay Ikhsan Muzaky, Muhamad Imam Riadi Imfrianti Augtiah Indra Irawan Irawadi Buyung Iskandar Zulkarnain Iti Septi Jamal A. Rachman Saprin Jeffri Alfa Razaq Joewono Prasetijo Joko Daryatmo Joko Sutopo Juhansar Keukeu Kaniawati Rosada Kintung Prayitno, Kintung Kurniasih, Vita Kusdaniyama, Nunung Labiba Khuzaima, Luthfita Lani Gumilang Larosa, Esta Lasalewo , Trifandi Latifah Listyalina Lestari, Yulian Sri LILIS SETYOWATI Luky Hidayat M. Rezky Septiyadi Malik, Muhammad Maria Ulfah Martenci Ledoh, Nurani Marzicha Amalia Sumardiko Mekro Permana Pinem, Mekro Permana Michael Daru Enggar Wiratmoko Mirasa, Yudied Agung Mohamed, Ahmed Abdi Mohammad Muhibbin Mubarok, Ahmad Muchib, Abdul Muhammad Ajay Muhammad Rizaldi Trias Jaya Putra Nurdin Muhibbin Mukhlisin Mukhtar Effendi Munawir Murinto Murti, Ardian Baroto Mustaqim Pabbajah Mutia Rissa, Mexsi Nabilah, Jihan Nifa, Kholishotun Nofi Sri Utami Norma Eralia Novi Faulia Sari Nur Adelia NUR AINI Nur Arifah Drajati Nur Arifah Drajati Nur Fuadah Nurfauziah, Isni Nurhayati, Emy Nurjanah Nurmarifah, Atun Ollyvia Freeska Dwi Marta Perani Rosyani Permana, Rendi Dita PRAMUDIBYO, SUGENG PRAMUDIBYO Qorinah Estiningtyas Sakilah Adnani Rahman, Muhamad Rahmatul Hidayati, Rahmatul Ratih Indah Sari Ratna Rianti, Dian Rico Fitra Pratama Rifatun Nuriyah Riskiana Rizka Saraswati Malinda Rizqulloh Brilliant 'Ainur Rofiq Robi Wijaya Rusmawaty, Desy Safiq Rosad Saiful Munir Saini, Irsan Salsabilla Azahra Putri Santi Triwijaya Saragih, Nova Yulinar Septian MN, Angga Setiawan, Yayan Eryk Setiawan Setyo, Demmy Sheena Ramadhia Asmara Dhani Silmina, Esi Putri Siti Wahyuningsih Sitti Rabiatul Wahdaniyah Solechan Solipyani Solly Aryza Sri Haryuni Sri Mulyani Sudarmin Sudiyanto Sugiarti Suparti suratman Surbakti, Amando Syahfitri Hermansyah, Adelia Teguh Arifianto Teodora Ping, Maria Thaifur Rasyid Titik Sugiarti Toto Raharjo Tranggono Tri Dyah Prastiti Tri Kurniati Triwidayati, Nanik Triyanto, Aripin Uni Apriani Utami, Isnaini Apri Valentika, Nina Vici Tiara Anjarsari Vina Phangestu Vita Kurniasih Wardi Wardi Wawan Gunawan Widyowanti, Reni Astuti Wihantoro winarti, eko Wingki Sapta Dewa Wita Wardani Yulian Sri Lestari Yunus Anis, Yunus Anis Yustita, Widya Arum Indra Zulfa Adam, Rio Zurnan Alfian