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Journal : Journal of Computer Networks, Architecture and High Performance Computing

Utilizing Convolutional Neural Network for Learning Web-Based Braille Letter Classification System Ridwan, Ahmad; Purbolingga, Yoan; Hanisah, Hanisah
Journal of Computer Networks, Architecture and High Performance Computing Vol. 6 No. 1 (2024): Article Research Volume 6 Issue 1, January 2024
Publisher : Information Technology and Science (ITScience)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/cnahpc.v6i1.3386

Abstract

This paper aims to facilitate prospective teachers and people who want to learn braille letters. The system designed is a website that will classify braille letters using the convolutional neural network (CNN) method with the activation functions used, namely ReLU and Softmax. In this research, the input is an image of braille letters with grayscale elements. The output of the data is a regular alphabet letter. Most of this research data consists of training and testing data, which is 2,722 pieces. The accuracy results obtained in the data training process using Max Pooling and epoch 30 for data is 92.15%, epoch 50 is 94.58%, and for training data with epoch 100 is 96.64%. The test results using the system produce an accuracy value of all braille letter image data of 92.30%. Furthermore, for better system development, it is recommended to use hyperparameter tuning to minimize classification uncertainty in braille letter images.
Co-Authors Acha, Basyarudin Adek Puja Wiyanda Adnan Adnan Agus Putra AS Ahmad Ridwan Aini, Annisa Quratul Alham, Fiddini Amilda, Yenni Aminuyati Anita Primastiwi Antonius Budi Susanto anzitha, silvia Ariska, Raja Novi Asmaripa Ainy Azmi, Fauziah Basriwijaya, Kiagus Muhammad Zain Bhisma Murti Chania Mely Piana Dewi Kusuma Wardani Dewi, Ismala dianawati, dianawati Evenda, Nur Aisyah Fadila, Nelly Dewi Fadli Fadli Fadly, Fahmy Fairus, Fairus Fauzan Isma, Muhammad Febri, Suri Purnama Fiddini Alham Fionari, Gebi Ginting, Adetta Saskia gustiana, cut Haikal, Echa Handayani, Anggun Fitri Harahap, Antoni Haser, Teuku Fadlon Husna, Hayatul Ika Rezvani Aprita Imran Imran indra, siti balqies Iwan Hasri, Iwan Iwan Stia Budi Juanda, Boy Riza Juanda, Boy Riza Karnelis Karnelis, Karnelis Khairullah, T. Fajar Lusiana, Ela Mahyuddin, Thursina Moh Sutomo, Moh Muhammad Zain Basriwijaya, Kiagus Mulyani, Cut Nazlia, Suraiya Nur Meria Agustin Prasetia, M Bayu Putri, Nasywa Tania Putriningtias, Andika Rachmawati Rusydi, Rachmawati Radhiah, Radhiah Rahman, Arizky Ramli, Satria Ridha, Risky Rini Mastuti Risyad, Syukri Rosmaiti, Rosmaiti Saihan, Saihan Sakdiah, Muslimatus salamah salamah Sanoviq, Rizky Moela Santi, Fitriana Saputra, Iwan Sari, Nurdian Novita Sastria, Andi Siregar, Noviandri Ramadhani Siregar, Rinawati Siti Balqies Indra Siti Komariyah SUHARI, LILI Sukma, Detta Ananda Syahputra, Masadjie Syahriandi Syahriandi Teuku Muhammad Faisal, Teuku Muhammad Thursina Mahyuddin Umar Umar Wijayanti, Dwi Nina Wulandari, Hafizah Tri Yoan Purbolingga Zulhilmi, Zulhilmi