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Sukarni Sukarni
Institut Agama Islam Negeri Antasari Banjarmasin
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Journal : Bulletin of Electrical Engineering and Informatics

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Deep convolutional neural network for Lampung character recognition Bintoro, Panji; Zulkifli, Zulkifli; Fitriana, Fitriana; Sukarni, Sukarni
Bulletin of Electrical Engineering and Informatics Vol 13, No 4: August 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v13i4.6734

Abstract

Recognition of document based, and handwritten characters has recently emerged as highly relevant field of study in the field of digital image processing. The ability to read and write Lampung script is a crucial competency as it helps preserve the language, which is a part of Indonesian culture. This research utilizes data obtained from classified documents and handwritten samples, categorized into eight types. To recognize Lampung characters, deep convolutional neural network (DCNN) architecture is proposed. The novelty of this architecture lies in optimizing document-based and handwritten character recognition to achieve the best performance in terms of accuracy and execution time. The proposed architecture will be compared to principal component analysis (PCA) combined with support vector machine (SVM) to evaluate its results. Experimental results using the DCNN architecture show an average accuracy of 99.3% and an execution time of 283 seconds for all data, while PCA and SVM exhibit an average accuracy of 92.9%. Furthermore, the recognition results for all data from documents and handwritten samples yield satisfactory accuracy of 98.6%. These results make the DCNN architecture suitable for use in recognizing Lampung characters and are expected to make it easier for Lampung people to recognize Lampung character.
Co-Authors Achmad Syaichu, Achmad Agustin Sukarsono, Agustin Agustiyowati, Tri Hapsari Retno Aisyah, Lisda Akhmad, Arif Nur Akiria Santi, Amy Alfiannoor, Imam Aminullah, Ahmad Yusril Andini, Dwi Yana Ayu Anggeilia Wananca Putri Ani Kristianingsih Anwar Johari Arief, Akmal Dzulfiqar Nuraulia Asep Setiawan Asy-Syathori, Muhammad Arif Avita Ayu Permanasari Berliana, Zahra bin Mahmud, Hafini Bintoro, Panji Dewi Ratnasari Dewi, Vivian Nanny Lia Eka Tri Wulandari, Eka Tri Faisal Faisal Fauzan, Suhaimi Febrianita, Yulia Fitri, Ainil Fitri, Indri Nuraeni Fitriana Fitriana Fitriyana, Feni Fong, Michelle Fradianto, Ikbal Hapsari, Tri Hartati Hartati Hellen Febriyanti Heni Pujiastuti Herlina Yusuf, Herlina Heru Suryanto Hikmah Ifayanti IDA RAHMAWATI Iip Saripah, Iip ING Wardana Ismiatun, Ismiatun K, Sansri Diah Kamsatun, Kamsatun Khairunnisa Khairunnisa Khoirul Hidayah Latuheru, Grace Wilhelmina Lia Meilianingsih Linda Puspita LINDA PUSPITASARI - A11111054, LINDA PUSPITASARI Lusiana, Ria M. Hanafiah Maheswara, Dharma Marlita, Lora Marsini Marsini Maulana, M. Ali Maulia Isnaini Maulida, Sri Meliawati Meliawati, Meliawati Muhammad Hanafiah Muhammad Hanafiah Musangadah, Nur Mustofa Kamil, Mustofa Mutiara, Violita Siska Nandang Mufti Nasiroh, Nasiroh Nikman Azmin Nopi Anggista Putri Novita, Andis Dian Nurrahmania, Nurrahmania Nurrohmah Nurrohmah, Nurrohmah Othman, Norasmah P, Layla Chaeriyah Pramono, Diki Dwi Pratiwi, Lindasari Primadevi, Inggit Priyono, Djoko Putri, Retno Qurniasih, Nila Rafly, Muhammad Raihan Retno Wulandari Rizali, Dede ROHANA FARIDAH Rohyadi, Yosep Romaz, Mohammad Mirza Yuniar rosita, meli Rr. Poppy Puspitasari Sairazi, Abdul Hafiz Salman, Muhammad Salman Samsudin Anis Sari, Putri Wulandini Sasmita, Anah Sauqi, Muhammad Sfenrianto, Sfenrianto Shahbaz, Muhammad Siti Maesaroh Soeprihatini, Retno Ariza Sri Maulida SRI RAHAYU Sriadi, Sriadi Sudarmin Sudarmin Sugeng, Santoso Sumitri Sumitri, Sumitri Taufik Jamaan Tiara, Nada Fazani Titan Ligita Triyana Harlia Putri Wahyuningrum, Erika Septi Waluya, Nandang Ahmad Wati, Rita Fajar Widanarta, Dian Widayanti, Ratna Galih Winarto Winarto Wiyanti, Zulvi Wulan dari Wulandini S, Putri Yahya Zakaria Yoga Pramana Yulanda, Nita Arisanti Yuliani, Rahma Yunita Anggriani ZAKI MUBARAK Zulaekha, Quini Siti Zulfa Jamalie Zulkifli