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All Journal Jurnal Ilmiah MITSU (Media Informasi Teknik Sipil Universitas Wiraraja) U Karst AGREGAT Jurnal Manajemen Aset Infrastruktur dan Fasilitas Jurnal Abadimas Adi Buana JAIM (Jurnal Abdi Masyarakat) Ge-STRAM: Jurnal Perencanaan dan Rekayasa Sipil Logistik Publikasi Riset Orientasi Teknik Sipil (Proteksi) Narotama Jurnal Teknik Sipil Proceedings Series on Physical & Formal Sciences Journal of Vocational and Technical Education (JVTE) Prosiding Seminar Nasional Pengabdian Kepada Masyarakat Seminar Nasional Ilmu Terapan IWJ : Inland Waterways Journal Jurnal Media Publikasi Terapan Transportasi
R. Endro Wibisono
Universitas Negeri Surabaya
Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Nursing Public Health Social Sciences Transportation Other

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Journal : IWJ : Inland Waterways Journal

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Application of Web-Based YOLOv5 Algoritma Detection System to Improve Parking Space (Case Study: Four Wheel Vehicles at Tuban Public Service Mall, East Java) BIANFAAL, AR RADIQO; Susanti, Anita; Widayanti, Ari; Wibisono, R. Endro
IWJ : Inland Waterways Journal Vol. 6 No. 2 (2024): Inland Waterways Journal (IWJ:Oktober)
Publisher : Politeknik Transportasi Sungai, Danau dan Penyeberangan Palembang

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Abstract

The application of a detection system using the YOLOv5 algorithm is very important for current parking management with both open and closed parking types. In parking management, there are often problems that cause less effective parking lot management. This purpose research aims to manage the availability of parking lots more effectively by classifying parking slots and displaying rectangles with different color labels and displaying the F1 Convidence Curve to see the accuracy value of the model to be ready for detection. In this research, the model used is YOLOv5 which can detect accurately and quickly using the Python programming language. The model is trained and evaluated and tested to produce a model that has the expected level of accuracy. The detection results display the parking lot availability classification in the form of purple and yellow rectangles. The purple color means that the parking space is occupied and the yellow color means that the parking space is still empty. The detection results are also displayed in real time so that the detection system can be used immediately and continuously. The F1 Convidence value shows 0.87 in all classes so that the model can be considered to have high accuracy in detecting objects in the parking lot.
Co-Authors Ade Irma Irjayanti Adha, Shella Akbari Akbar, Andika Firdaus Amanda Ristriana P. Amanda Ristriana Pattisinai Andriansyah, Mochammad Fuad Anita Susanti Ari Widayanti Ari Widayanti BIANFAAL, AR RADIQO Buger Wijaya Yuana Buger Wijaya Yuana Christian Hadhinata Dadang Supriyatno Danayanti Azmi Dewi Nusantara Danayanti Azmi Dewi Nusantara Darmawan, Kevin Candra Djoni Irianto Djoni Irianto Dwi Kasiyanti Sulistiyani Dwi Prastya Nurcahaya Dwi Prastya Nurcahaya Dzaky Rahmat, Muhammad Jafar Efendi, Miftahul Elizabeth Titiek Winanti Elizabeth Titiek Winanti Elvira, Anggie Dea Erika Yeni Purwitasari farida hardaningrum Ferdianto, Ardy Fitri R. Widayanti Fitriani, Kresna Dini Fitroh Maulana Rizki Haratama, Kusuma Refa Ilhamzah, Tariq Indiah Kustini Indiah Kustini Irhami, Naufal Izza Irjayanti, Ade Irma Kartika Ayu Widyaningrum Kencana Verawati Kusuma Haratama Kusuma, Emil Andrean Luqman , Muhammad Fiqih Nur Luqman, Muhammad Fiqih Nur Miftachul Huda Muhammad Bahrul Ulum Muhammad Shofwan Donny Cahyono Muhammad Syayen Alfatra Muhtadhi, Adhi Muhtadi, Adhi Mukhamad Najib Muti'a Yuzaeva, Prathita Nahardiyanto, Hanif Adib Ningrum, Rina Cahyanti Nurcahaya, Dwi Prastya Nurhayati Aritonang Nurhayati Aritonang Nurhidayah, Alfiatus Aisyah Nurmawati, Yesi Palupi, Doni Ndito Pratama, Jossy Ardhan Purwo Mahardi Putri, Oktavia Ellynda Refa Haratama, Kusuma Risma Septiana Ari Ristriana, Amanda Rusadi, Akhsan Maulana Sabrina, Mutia Aulia Sari, Cudesi Kartika Septika, Erisa Widya Wardana , Galuh Ari Widianto, Gagas Lucky Widyanigrum, Kartika Ayu Wikanto, Rheznandya Indarwan Wiwik Handayani Yuana, Buger Wijaya Yuantika, Risma Yuzaeva, Prathita Muti'a Zidan, Moch. Yazhid