Indonesia Conference Directory


<< Back

OCR and LSTM Neural Network Performance for Classification of Book Subjects Based On The Title
Yesy Diah Rosita (a*), Yanuarini Nur Sukmaningtyas (b)

a) Program Studi Teknik Informatika, Fakultas Teknik, Universitas Islam Majapahit.
Jln. Raya Jabon KM 0.7, Mojokerto, 61364
*yesidiahrosita[at]gmail.com
b) Program Studi Teknik Informatika, Fakultas Teknik, Universitas Islam Majapahit.
Jln. Raya Jabon KM 0.7, Mojokerto, 61364


Abstract

Librarians classify the book using Decimal Dewey Classification (DDC) System. It is the system for cataloging and indexing of books that have 3 divisions, a ten, a hundred, and a thousand. Each division reflects the book subject. Mostly, librarians only read the book title by reason of it represents the book contents. Then, they search the index of it in the DDC system. However, the process will need extra time. Efficiently, Optical Character Recognition can assist the librarians to convert the image of the book cover into text-editable for getting the book title. For pre-processing, the text will be changed to lowercase, removed the useless words, and tokenized. Long Short Term Memory (LSTM) Neural Network is almost used for text classification research. Its performance has been accurate until more than 85% in this research. Librarians only scan the book cover using a web camera and obtain the information of the book index.

Keywords: classification; library; lstm; ocr; text

Topic: Information Systems Technology

Link: https://ifory.id/abstract/qZ7xJXLVkF3a

Conference: The 1st Annual Advanced Technology, Applied Science, and Engineering Conference (ATASEC 2019)

Plain Format | Corresponding Author (Yesy Diah Rosita)

Featured Events

<< Swipe >>
<< Swipe >>

Embed Logo

If your conference is listed in our system, please put our logo somewhere in your website. Simply copy-paste the HTML code below to your website (ask your web admin):

<a target="_blank" href="https://ifory.id"><img src="https://ifory.id/ifory.png" title="Ifory - Indonesia Conference Directory" width="150" height="" border="0"></a>

Site Stats