IJCCS (Indonesian Journal of Computing and Cybernetics Systems)
Vol 13, No 2 (2019): April

Text Detection In Indonesian Identity Card Based On Maximally Stable Extremal Regions

Angga Maulana Purba (Master Program of Computer Science
FMIPA UGM, Yogyakarta)

Agus Harjoko (Department of Computer Science and Electronics, FMIPA UGM, Yogyakarta)
Mohammad Edi Wibowo (Department of Computer Science and Electronics, FMIPA UGM, Yogyakarta)



Article Info

Publish Date
30 Apr 2019

Abstract

Most of Indonesian organizations either it is government or non government sometime required their member to provide their identity card (E-KTP) as legal document collection in their database. This collection of image usually being used as manual verification method. These document images acquired by each person with their own device, there are variations of angles they are used to acquire the image. This situation created problems in text recognition by OCR softwares especially in text detection part, orientation and noise will affect their accuracy. These cases making the text detection more complex and cannot be solved by simple vertical projection profile of black pixels.  This research proposed a method to improve text detection in identity document by fixing the orientation first, then using MSER regions to form text region. We fix the orientation using the line that made by Progressive Probabilistic Hough Transform. Then we used MSER to obtain all candidate regions and Horizontal RLSA acts as connector between those candidate. The orientation fixing strategy reach average of margin error 0.377o (in 360o system) and the text detection method reach 84.49% accuracy in best condition.

Copyrights © 2019






Journal Info

Abbrev

ijccs

Publisher

Subject

Computer Science & IT Control & Systems Engineering

Description

Indonesian Journal of Computing and Cybernetics Systems (IJCCS), a two times annually provides a forum for the full range of scholarly study . IJCCS focuses on advanced computational intelligence, including the synergetic integration of neural networks, fuzzy logic and eveolutionary computation, so ...