International Journal of Electronics and Communications Systems
Vol. 2 No. 1 (2022): International Journal of Electronics and Communications System

Designing a Real-Time-Based Optical Character Recognition to Detect ID Cards

Iskandar, Rodzan (Unknown)
Kesuma, Mezan El Khaeri (Unknown)



Article Info

Publish Date
30 Jun 2022

Abstract

This research 0aims to design a Real-time ID card detection based on Optical Character Recognition (OCR). OCR detects and records information into CSV files using a camera. Hopefully, it can become one of the administrative solutions in Indonesia by using existing identity cards using OCR in real time. This research method was carried out independently in August 2021 using ID cards as objects. The tool involved was a 320x320 pixel webcam camera on an HP Intel Core i5 7th Gen notebook. The software used by Easy OCR was Pytorch-based. ID cards were detected using an algorithm by TensorFlow object detection with SSD MobileNet V2 FPNLite 320x320 as the pre-trained model of Tensorflow. The researchers collected ID card images using a webcam with various light conditions and orientations and label them using labeling. The researchers trained it with only 20 photos. After 3000 training steps, the researchers obtained about 0.17 loss and 0.95. Thus, the ID card detection tool using OCR runs well.

Copyrights © 2022






Journal Info

Abbrev

IJECS

Publisher

Subject

Computer Science & IT Electrical & Electronics Engineering

Description

International Journal of Electronics and Communications System (IJECS) [e-ISSN: 2798-2610] is a medium communication for researchers, academicians, and practitioners from all over the world that covers issues such as the improvement about design and implementation of electronics devices, circuits, ...