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Journal : Indonesian Journal of Electrical Engineering and Computer Science

Indonesian license plate recognition with improved horizontal-vertical edge projection Ida Nurhaida; Imam Nududdin; Desi Ramayanti
Indonesian Journal of Electrical Engineering and Computer Science Vol 21, No 2: February 2021
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijeecs.v21.i2.pp811-821

Abstract

License plate recognition (LPR) is one of the classical problems in the field of object recognition. Its application is very crucial in the automation of transportation system since it helps to recognise a vehicle identity, which information is stored in the license plate. LPR usually consists of three major phases: pre-processing, license plate localisation, optical character recognition (OCR). Despite being classical, its implementation faced with much more complicated problems in the real scenario. This paper proposed an improved LPR algorithm based on modified horizontal-vertical edge Projection. The method uses for detecting and localising the region of interest. It is done using the horizontal and vertical projection of the image. Related works proved that the modified horizontal-vertical edge projection is the simplest method to be implemented, yet very effective against Indonesian license plate. However, its performance gets reduced when specular reflection occurs in the sample image. Therefore, morphological operations are utilised in the pre-processing phase to reduce such effects while preserving the needed information. Eighty sample images which captured using various camera configurations were used in this research. Based on the experimental results, our proposed algorithm shows an improvement compared with the previous study and successfully detect 71 license plates in 80 image samples which results in 88.75% accuracy.
Co-Authors Abdillah, Aditya Nur Abdul Wahab Nashir Ade Dwi Putra Ajrullah, Ajrullah Amiroh Amiroh, Amiroh Anita Ratnasari Anrie Suryaningrat Anrie Suryaningrat Apriani, Ari Aprianto, Aditya Dwi Ardianto, Darmawan Aris Sunandar Armita Athennia Asyifah, Nurul Ayumi, Vina Badru Salam Bathin, Muhammad Sholeh Bias Yulisa Geni Borneo Satria Pratama C Achmad Fahrudin Christian Hovel Simanjuntak Cofely, Chinoble Daim Muhammad Gufron Dariato, Eri Dianing Asri, Sri Diky Firdaus Dio Dava Ramadha Dion Sakti, Arman Elvaresia, Meysiel Faishal, Imam Ibnu Frianto, Dody Gatsu, Puspita Geni, Bias Yulisa Glen Maxi Taberima Glen Maxie Taberima Hadi, Solihul Hariyanto Aditya Ramadhan Hutapea, Natalia Ida Nurhaida Imam Nududdin Indah Setyorini Jalaludin, Jalaludin Juliansyah, Yahya Maulana Jumaryadi, Yuwan Kartika, amalia Kolidi Kolidi Komarudin Komarudin Komarudin Lestari, Fitri Dwi Lionie Lionie M.Rizky Alfariz Maula Thoman Sihotang Maulana, Ivan Mohammad Bakhriansyah Muhamad Sony Pratama Muhammad Hanafi MUHAMMAD RIZAL Mulya, Imam Mustofa, Achmmad N Narsih Nelly Al Audhah Noprisson, Handrie Nur Ani Panji Pratama Kurniawan Priyanto, Mei Rendy Purnama, Giri Ramadhan, Hariyanto Aditya Robby Cahyadi Rony, Zahara Tussoleha Rudiarto, Sabar S Saniah Salamah, Umniy Samuel Aras Michael Saputra, M Julius Saputra, Vega Sarwati Rahayu SEPTIANITA Setyorini, Indah Shadiqi , Muhammad Abdan Shintya Dewi, Marysca Sri Andriati Asri Sri Dianing Asri Sukerman Suryaningrat, Anrie Susanto, Dwi Andrian Syarifudin Thoriq Zibaltar Tri Damayanti Wawan Gunawan Weni Indri Yanti Widyadi Setiawan Y. Erning Indrastuti YOHANA TRI UTAMI, YOHANA TRI yulisa geni, bias Yuliyanti, Ervina Zoelkarnain, Izaak