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Journal : Scientific Journal of Informatics

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Comparative Analysis of YOLOv5 and YOLOv8 Cigarette Detection in Social Media Content Cinantya Paramita; Catur Supriyanto; Amalia; Khalivio Rahmyanto Putra
Scientific Journal of Informatics Vol. 11 No. 2: May 2024
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v11i2.2808

Abstract

Purpose: Addresses the pressing public health concern of tobacco product portrayal on social media, which significantly influences the younger demographic by glamorizing smoking culture. The purpose is to compare the capabilities of YOLOv5 and YOLOv8 models in detecting and censoring cigarette-related imagery on social media platforms, aiming to reduce exposure among children and teenagers. Methods: Employing a dataset of 2,188 images collected from Twitter, this research undertook a comprehensive methodology involving data preprocessing, YOLOv5 and YOLOv8 model training, and rigorous evaluation. The study utilized mean Average Precision (mAP) and F1-Score metrics to evaluate the performance of YOLOv5 and YOLOv8 models, focusing on their precision, recall, and efficacy in detecting cigarette and cigarette pack objects. Result: The analysis highlighted YOLOv8's superiority, with a marginally higher mAP value of 0.933 compared to YOLOv5's 0.919, alongside enhanced precision and recall rates. This result underscores YOLOv8's advanced object detection capabilities, owing to its architectural innovations and anchor-free detection system. Additionally, the study confirmed the absence of significant overfitting or underfitting issues, indicating robust learning processes of the models. Novelty: Innovates in digital public health by using YOLOv5 and YOLOv8 models to automatically censor tobacco-related content on social media, effectively reducing youth exposure to such imagery. YOLOv8, in particular, exhibits marginally superior detection capabilities. The evaluation results surpass those of previous research on cigarette and cigarette burning detection, underscoring the study's significant contribution to future research and public health initiatives.
Co-Authors Abdillah Abdul Rasyid Abra Saputra Siregar Adi Ihsan Imami Adi Nugroho Afif Hakim Agatha Anggraeni Dewi Agung Dharmawan Buchdadi Ahmad Khaironi Ahmad MAULANA Aisy, Difa Rafidatul Amelinda, Amanda Andi Bismawati Angela Anggreni Bako Anis Rosyidah Anita, Cacan Anitarakhmi Anton Ardison Arif Rahman Hakim Arif, Naufal Aristian Asrianti astriana bangur , Yasinta Audy Salsabillah Aufariq Asaria Cifa Aulia Luthfi Fathoni Bakti Viyata Sundawa Boby Setiawan Budiman, M. Andri Cahyaningratri Prima Riyandhani Catur Supriyanto Cecep Maulana Cinantya Paramita Darlina Denny Yatmadi Destria Kurnianti Dewi Purwati Diah Puspita Sari Dimas Artha Antariksa Dinda Dwi Rabita Dwi Ratnasari Embun Sakara Ungu Eristono, Eristono Erna Budhiarti Nababan Ernawati, Erna Fadli, Muh Faidliyah Nilna Minah Faulina B.L, Nahdiah Fauziah Febrin Aulia Batubara Fian Khamil Arifin Firza Arief Rahmatullah Gugun Gunawan, Gugun Gunawan Santoso Haiqal, Arya Halida Halimatul Adha Hamsiah, Andi Hasnur Ruslan Hayya A.K, Husniatu Hazrina, Umi Indah Hendra Priyatnanto Hili Aulianah Himyatul Hidayah Iin Dwi Aristy Putri Ika Dwi Rachmawati Imam Setiaji Ronoatmojo Intan Nurbaiti Irianto Irwan Moridu Iwan Adinugroho Jannah, Rauzatul Jonathan Saputra K., Trisnawaty K.Gunawan, Brahmantyo Kaluhung, Yayuk Kelana, Sukma Khairunnisa, Syahla Khalivio Rahmyanto Putra Kolla Sahpitri Latifa Siswati Latifah, Euis Laurita Lautan Wijaya Nusantara, Johan Lestari, Uray Nurul Dwi Lilis Tiyani Linda Adriani LINDAWATI Lora Irawan M. Zulham Mangge, Juliana Maulida, Ghina Rahmah Mauvizar, Erly Meliyana Mery Silviana Mina Umrah Pelas Misna Asqia Mohammad Aristo Sadewa Mohammad Firmansyah monika lestari, Tria Mordekhai Mufidah, Azmi Muhammad Ardiansyah Sembiring Muhammad Asikin Muhammad Ridha Muhammad Rizwan Muhammad Taufiq Fathaddin, Muhammad Taufiq Muhammad Tsani Irsyadi Muhammad Zardi Munirah mursyid yahya Mu’fidatul Nurul Hajjad Nasution, Tuti Adi Tama Nilakanti, Dwi Putri Nina Ntai, Sri Nuning nur kholifah, Fasha Nurbaya Nurhabibah Nurhayati Nurikha Pramudhita Nurwinda Sari, Nova Pakaya, Siti Nurhaliza Pardede, Morlan Pratiwi, Andini Pricilia, Anastasia Purnamasari, Septi Putrinda Rahman, Abdurrasyid Aulia Raka Kana Pila Ramadan Lubis Raudhinaa Gumilar Tauzirie Rendy Rere Nita Alfisa Ulfa Resa Livia Nica Reski Wahyudi Richta Puspita Haryanti Rini Nizar Rofiatul Hosna Rohsita Amalyah Rasyid Romi Ferdian Rosalia Pertiwi Rovita Roziana Amalia Rumintar J. H. Marpaung Saida Rasnovi Saputra, Jonathan Septiawan Jiwandono Silviana, Mery Sinta Dewi, Ni Wayan Siti Aisyah Siti Nurhaliza Siti Taskiyatul Fikriyah Sri Hafnida Ritonga Sri Wahyuni St Muriati, St Suci Budining Kisprasetiyani Suhariyanto Sukma Sukowati, Laila Sumardi Suryapranatha, Dicky Susi Sakia Suwanti Suwanti Syah Putra Lubis, Fachrurrozi SYAHMINAN, MHD. Syahriah Madjid Syaiful Anam Syamsafitri Tatang Rizky Tatik Yuniarti Tety Sriana Thantawi, Tubagus Rifqy Tiyani, Lilis Tubagus Erwin Nurdiansyah Wenda, Neliku Wenny Asti Pratiwi Wijaya, Indra Yalizar Rahayu Sitorus Yanuar Setiawan Yarra Sutadiwiria Yati Heryati Yeftamikha Yora Nopriani Yuli Lestari Yuliani, Nisa Dwi Yunita Dwi Anggreini Yusuf, Ariq Haykal Zamziba, Muhammad Nur Farhan