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All Journal Jurnal Algoritma JUITA : Jurnal Informatika JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Jurnal Diksatrasia : Jurnal Ilmiah Pendidikan Bahasa dan Sastra Indonesia Jurnal Algoritma
Leni Fitriani
Institut Teknologi Garut
Computer Science & IT Education Languange, Linguistic, Communication & Media

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Transformer-Based Detection Model for Number Recognition on Electric kWh Meters Leni Fitriani; Ahmad Sanusi; Rita Rismala; Dewi Tresnawati
JUITA: Jurnal Informatika JUITA Vol. 13 Issue 2, July 2025
Publisher : Department of Informatics Engineering, Universitas Muhammadiyah Purwokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30595/juita.v13i2.26161

Abstract

Manual recording of analog kWh meters frequently results in user complaints due to discrepancies between recorded and actual electricity usage. These issues stem from the continued reliance on manual data collection. This study proposes a model that automatically detects and extracts numerical values from kWh electricity meters using the Detection Transformer (DETR) for object detection and EasyOCR for optical character recognition (OCR). The model was developed using the Machine Learning Life Cycle (MLLC) methodology, comprising data acquisition, preprocessing, modeling, evaluation, and deployment. Evaluation using the Mean Average Precision (mAP) metric yielded a score of 96.83%, demonstrating high object detection accuracy. The trained model was integrated into a simple web application built with the Flask framework. While the model performed well on high-quality images, its effectiveness declined on low-quality images, such as blurry or distant captures. This study highlights the potential of DETR for object detection and OCR-based text extraction in analog meter reading, while also identifying challenges in handling suboptimal image conditions for future improvements
Co-Authors A.A. Ketut Agung Cahyawan W Abdurohman Iqbal Abi Abdurahim Ade Sutedi Agas Moch Fauzan Ahmad Ilham Maulana Ahmad Sanusi Aji Pangestu Aldy Rialdy Atmadja Annisa Ridha Ramadhani Ayu Latifah Azmi Inda Roby Bunyamin . Cecep Iqbal Hambali Dede Kurniadi Dewi Tresnawati Dini Destiani Siti Fatimah Fakhrul Hawariyan Fassa Febriansyah Adli Ramadhan Fikri Zakaria Rahman Gema Semesta Sholihat Husni Mubarok Ikbal Lukmanul Hakim Ilpad Mutaqin Intania Sintiani Isan Priana Ivan Muhammad Hanif M. Iqbal Ismail Safei Pamungkas Mohamad Fikri Haekal Mohamad Ramdan Nurul Falah Muhammad Bagja Sukriyansah Muhammad Dzulfi Muwaffaq Muhammad Rois Dien Nenden Zakiatinnufus Popi Maspupah Raden Erwin Gunadhi Rahayu Raden Erwin Gunadhi Rahayu Raden Nazar Labani Rendi Nurdian Ridwan Setiawan Rifan Miptah Purnama Rina Kurniawati Rina Kurniawati Rinda Cahyana Risma Liyana Ulfa Rita Rismala Rival Firmansyah Sendra Ilham Mandala Sherine Valentin Margaretha Siti Hapsah Azizah ST Dini Nur Ismiyanti Taofik Faturochman Titin Rostini Tova Nanda Pratama Yoga Handoko Agustin Yosep Septiana