Baybayin - ocr:基于matlab的Baybayin光学字符识别包

IF 1.9 4区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING SoftwareX Pub Date : 2025-02-01 Epub Date: 2024-12-10 DOI:10.1016/j.softx.2024.102003
Rodney Pino , Renier Mendoza , Rachelle Sambayan
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引用次数: 0

摘要

光学字符识别(OCR)是一种最先进的技术,可以自动检测和识别扫描文档和其他图像中的文本。虽然OCR在罗马、婆罗门和汉文字等流行的书写系统中得到了高度发展,但目前在Baybayin文字(一种殖民前的菲律宾书写系统)中缺乏技术集成。这种最近进步的差距可能是由于文字的古老。然而,在菲律宾政府和文化机构的领导下,正在积极推动Baybayin作为文化复兴和遗产保护的手段。在这项工作中,一个基于matlab的Baybayin OCR (mbaybaye -OCR)包被引入到Baybayin的现代菲律宾拉丁形式的自动音译过程中。maybayin - ocr以Baybayin原始文本图像作为输入,执行图像分析策略,生成正确的音译结果。软件系统实现了必要的预处理技术,如二值化、分割和字符感兴趣的特征计算,以精确地隔离每个Baybayin字符。该平台利用支持向量机(SVM)分类器,能够准确识别出每个Baybayin字符对应的拉丁等值字,并通过将每个字符识别结果串接起来,实现Baybayin单词的音译。将Baybayin与拉丁或罗马文本区分开来是该识别包的一个显著特征。所有Matlab源代码都可以在公共存储库中获得,并且提供了方便使用的用户友好的图形用户界面(GUI)。据我们所知,这是第一个提供直接音译Baybayin文本到块级的软件程序。预计这项工作将促进Baybayin剧本,并为其在菲律宾的积极文化曝光做出贡献。
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MaBaybay-OCR: A Matlab-based Baybayin optical character recognition package
Optical character recognition (OCR) is a state-of-the-art technology that allows automated detection and recognition of text from scanned documents and other images. While OCR has highly developed in popular writing systems like Roman, Brahmic, and Han scripts, there is presently a lack of technological integration for Baybayin scripts a precolonial Filipino writing system. This gap in recent advancements may be due from the script’s antiquity. However, ongoing efforts led by Philippine government and cultural institutions, are actively working towards promoting Baybayin as a means of cultural revival and heritage preservation. In this work, a Matlab-based Baybayin OCR (MaBaybay-OCR) package is introduced to automate the process of transliterating the Baybayin to its modern Filipino Latin form. MaBaybay-OCR takes raw Baybayin text image as an input and performs image analytic strategies to generate correct transliteration results. The software system implements essential pre-processing techniques such as binarization, segmentation, and computation of the character’s features of interest to precisely isolate each Baybayin character. With the use of support vector machine (SVM) classifiers, the platform can accurately identify every Baybayin character’s corresponding Latin equivalent and can realize the Baybayin word transliteration by concatenating each character recognition result. The discrimination of Baybayin from Latin or Roman texts is a distinctive feature of this recognition package. All Matlab source codes are available in a public repository for reproducibility, and a user-friendly graphical user interface (GUI) for convenient usage is provided. To the best of our knowledge, this is the first software program that offers direct transliteration of Baybayin texts up to block-level. It is expected that this work will promote the Baybayin script and contribute towards its positive cultural exposure in the Philippines.
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来源期刊
SoftwareX
SoftwareX COMPUTER SCIENCE, SOFTWARE ENGINEERING-
CiteScore
5.50
自引率
2.90%
发文量
184
审稿时长
9 weeks
期刊介绍: SoftwareX aims to acknowledge the impact of software on today''s research practice, and on new scientific discoveries in almost all research domains. SoftwareX also aims to stress the importance of the software developers who are, in part, responsible for this impact. To this end, SoftwareX aims to support publication of research software in such a way that: The software is given a stamp of scientific relevance, and provided with a peer-reviewed recognition of scientific impact; The software developers are given the credits they deserve; The software is citable, allowing traditional metrics of scientific excellence to apply; The academic career paths of software developers are supported rather than hindered; The software is publicly available for inspection, validation, and re-use. Above all, SoftwareX aims to inform researchers about software applications, tools and libraries with a (proven) potential to impact the process of scientific discovery in various domains. The journal is multidisciplinary and accepts submissions from within and across subject domains such as those represented within the broad thematic areas below: Mathematical and Physical Sciences; Environmental Sciences; Medical and Biological Sciences; Humanities, Arts and Social Sciences. Originating from these broad thematic areas, the journal also welcomes submissions of software that works in cross cutting thematic areas, such as citizen science, cybersecurity, digital economy, energy, global resource stewardship, health and wellbeing, etcetera. SoftwareX specifically aims to accept submissions representing domain-independent software that may impact more than one research domain.
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