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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal Simetris Jurnal Simantec Prosiding SNATIKA Vol 01 (2011) Jurnal Teknologi Informasi dan Ilmu Komputer International Journal of Advances in Intelligent Informatics Jurnal IPTEK-KOM (Jurnal Ilmu Pengetahuan dan Teknologi Komunikasi) KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Journal of Information Technology and Computer Science (JOINTECS) Network Engineering Research Operation [NERO] JATI (Jurnal Mahasiswa Teknik Informatika) JTECS : Jurnal Sistem Telekomunikasi Elektronika Sistem Kontrol Power Sistem dan Komputer International Journal of Robotics and Control Systems Joutica : Journal of Informatic Unisla Digital Transformation Technology (Digitech) Jurnal: International Journal of Engineering and Computer Science Applications (IJECSA) Jurnal Maklumatika NERO (Networking Engineering Research Operation) JISCOMP (Journal of Information System and Computer)
Resty Wulanningrum
(SINTA ID : 5986827) Prodi Teknik Informatika, Universitas Nusantara PGRI Kediri
Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Energy Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Social Sciences

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Journal : International Journal of Advances in Intelligent Informatics

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Optimized yolov8 to identify normal and disabled people Wulanningrum, Resty; Handayani, Anik Nur; Herwanto, Heru Wahyu; Arai, Kohei
International Journal of Advances in Intelligent Informatics Vol 11, No 4 (2025): November 2025
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26555/ijain.v11i4.1977

Abstract

This research aims to develop an object detection model capable of distinguishing the gait of normal and disabled people with high accuracy. Object detection is currently being developed to detect people and is being implemented in normal and gender-based gait recognition. Gait recognition, if further observed, includes recognizing both normal people and people with disabilities. Normal people walk like most people, but people with disabilities have different gaits from normal people. Some use walking aids, while others walk without them. Yolov8 is a platform for detecting people. This research proposes an object detection for normal people and people with disabilities, both those who use assistive devices and those who do not. The dataset used is Disabled gait, comprising 6500 images, and will be split into 3 data splits: 70% for training, 20% for validation, and 10% for testing. Model evaluation uses precision, recall, mAP50, and mAP50-90. The test results for 3 classifications, namely assistive, non-assistive, and normal, show the highest value in the assistive class with an mAP50 value of 0.98 and an mAP50-95 value of 0.996. This research provides a reliable gait-based object detection model that can accurately distinguish normal individuals from people with disabilities, including those using assistive devices. The findings support the development of more inclusive surveillance, healthcare, and mobility-assessment systems through high-performance detection validated by strong mAP scores.
Co-Authors Abu Tholib Achmad Iqbal Maulana Achmad Zainul Karim Aeri Rachmad Afizza Fikri Kurniawan Ahmad Bagus Setiawan Ahmad Fakhruddin Luthfi Aji Prasetya Wibawa Aminuyati Andrean Ferdyana Vabian Eka Sakti Anggi Nur Fadzila Anggi Wahyu Triprasetyo Anik Nur Handayani Ardi Sanjaya Arsyad, Nandito Pramudya Asmoro, Shandy Sadewa Asna Maulian Amroni Maulian Amroni Asri, Puput Puji Bagus Fadzerie Robby Cholid Ilham Isniawan Christa Witta Putra Santoso Dadi Setyawan Danar Putra Pamungkas, Danar Putra Daniel Swanjaya Daniel Swanjaya2 Desi Dwi Kurniawati Dhela Melani Winandari Dimas Eri Kurniawan Doni Abdul Fatah Donny Firdani Ella Okta Viana Ema Utami Erna Daniati Fadli Hidayat, M Noer Fadli Hidayat, M. Noer Fadli, Abi Ihsan Fadzerie Robby, Bagus Fatkur Rhohman, Fatkur Firmansyah, Muhammad Kukuh Frisca Ayu Fatika Sari Gadang Putro Bagus Setiyawan Heffi Awang Cahya Heru Suhartono, Wawan Heru Wahyu Herwanto Hidayah, Alvi Nurul Intan Nur Farida Iswoyo, Yodhi Pratama Jauhari, Nur Mohamad Iqbal Juli Sulaksono Julian Sahertian Kohei Arai Krisnawan, Apreado Gilang Made Ayu Dunia Widyadara Made Ayu Dusea Widya Dara Miftachul Ludfie Millenialdo Yanuar Ilham Moh Imam Yusuf Mustofa Muhaimin, Mohammad Aqil Muhamad Yusup Efendi Muhammad Abdul Aziz Mustofa, Arin Ayu Silvyani Muttaqien, Hidayatul N.S.A, M Mukhlish Nandha Vera Wihra Lelitavistara Nandha Vera Wihra Lelitavistara, Nandha Vera Wihra Naufal Muji Dwicahyo Nugraha, Reza Setya Nur Mohamad Iqbal Jauhari Iqbal Jauhari Nurul Mahpiroh Patmi Kasih Ratih Kumalasari Niswatin Reza Mawarni Risa Helilintar Risky Aswi R, Risky Rohmat Syamsul Huda Roni Heri Irawan Rony Heri Irawan Ruruh Andayani Bekti, Ruruh Andayani salma - alawiyah Sandhi Kurniawan Sari, Lya Rosita Sinta Sanora Siregar, Muhammad Fariz Hardiansyah Siti Rochana Sri Rahayu Supri yono Supri Yono, Supri Teguh, Aji Triyo Kristantio Ulfatus Syaidah Wahyu Cahyo Utomo Wahyuniar , Lilia Sinta Wijayanto, Muhammad Farid Zakaria, Reza Naim