Transactions on Machine Learning and Artificial Inteligence
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Transactions on Machine Learning and Artificial Inteligence
Jun 9, 2014 - Azaedeh Nazemi 1, Iain Murray1, David A. McMeekin 2. 1Departent of ... bills are sent to customers' email accounts as attached PDF files or HTML links. .... PDF layout analysis is responsible for identifying text columns, text.
A Method to Provide High Volume Transaction Outputs Accessibility to Vision Impaired Using Layout Analysis 1
Azaedeh Nazemi 1, Iain Murray1, David A. McMeekin
2
Departent of Electrical and Computer Engineering ,Curtin University ,Perth ,WA,Australia 2 Department of Spatial Sciences, ,Curtin University ,Perth ,WA,Australia
The Documents in the financial services, insurance, utilities, and government sectors typically require a high volume of PDF documents to be generated which are stored for presentment or archived for legal purposes. As high volume transactional output (HVTO) demands put increasing pressure on online presentment capabilities, accessibility has become a growing concern. In particular, access to these files proposes significant challenges when these documents are presented to visually impaired people using assistive technologies (i.e. screen readers). Since it is rare that all recipients are prepared to accept electronic delivery of their documents, a large portion of the documents is still printed as PDFs. In an online billing system, bills are sent to customers’ email accounts as attached PDF files or HTML links. These bills in the most cases are neither accessible through assistive technologies nor useable by vision-impaired customers. This paper provides a method for HVTO documents automatic transformation to an accessible and navigable Mark-up format such as XML or Digital Accessible Information System (DAISY). Keywords: Vision-Impaired, Layout Analysis, High Volume Transactional Output (HVTO), Accessibility, Optical Character Recognition (OCR)
1 INTRODUCTION PDF documents have several features that make it popular for document viewing such as: •
• •
PDF is page independent, which means that there is no need to process pages 1 to 999 in order to process page 1000. Each page stands on its own. This is valuable when it comes to printing performance. If necessary, multiple processors can be employed to process pages in parallel[1] PDF viewers are platform free (Windows, Mac, Linux, even portable devices) PDF supports compression of fonts and pages inside it to make the file smaller.
DOI: 10.14738/tmlai.23.257 Publication Date: 9th June 2014 URL: http://dx.doi.org/10.14738/tmlai.23.257
Azaedeh Nazemi, Iain Murray and David A. McMeekin, A Method to Provide High Volume Transaction Outputs Accessibility to Vision Impaired Using Layout Analysis, Transactions on Machine Learning and Artificial Intelligence, Volume 2 No 3, June (2014); pp: 61-72
Addressing accessibility in an HVTO (high-volume transaction output) environment such as financial services can be difficult, but is certainly achievable. The industry has already made great strides to address the accessibility of web sites and content portals (such as an online banking interface). To date, financial institutions and other HVTO statement generators deliver alternative format statements to their visually impaired clients using internal consultants or document accessibility services (DAS) [2]. These statements typically come in the form of Braille, large-print documents, or audio CD. But using current outsourcing options to address accessibility issues to vision impaired clients neither cost-effective nor the preferred method because specialized statements generally delay delivery information. This delay influences an organisation’s ability to deliver equitable access to all customers and may be seen as discriminatory towards visually impaired customers. Although current options may meet existing standards, their cost and complexity must be considered. Many PDF creation software vendors allow fonts to be pruned to prevent generating large PDF files when embedding fonts. Author restrictions, pruned fonts, account numbers, overdue notices, charts, multi-columns, graphs, logos and table interfere with a screen reader’s ability to properly convey information in an appropriate order. This research aims to provide cost-effective and efficient HVTO accessible in descriptive alternative audio formats for vision-impaired customers, which considers usability as an important key role in document accessibility. Figure 1 illustrates the image of a sample bill
Figure 1: The image of a sample bill
URL: http://dx.doi.org/10.14738/tmlai.23.257
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Transactions on Machine Learning and Artificial Intelligence Volume 2, Issue 3, June 2104
2 HVTO CATEGORIES IN TERMS OF ACCESSINBILITY HVTOs, which are provided to deliver to the customer, have been divided to two categories: 1. Structured but not necessary tagged and consequently they are not navigable. Since a HVTO contains several separated items then the HVTO reading process by a user is totally different from a normal document reading process, which is done sequentially line by line, from top left to bottom right. Thus, navigation ability is a very precious capability during a HVTO reading session. Although this category is not an image only and contains text, in some cases are not accessible through screen readers due to PDF properties such as restrictions adopted during creation. If PDF has structure by converting it to XML, each separable item will be converted to an individual XML element and accessible through screen readers. These elements do not guarantee accurate navigation and usability. By further investigation and modification based on XML parsing these categories will be accessible, usable and navigable. 2. Scanned PDF are inaccessible and definitely needs Optical Character Recognition (OCR) to extract the text from it. However, doing this process before running several pre-processing steps may destroy the reading order and affect the obtained text’s usability.
3 HVTO PDF SAMPLES 3.1
Structured PDF
In this section it is supposed which figure 1 is presented as a structured PDF and as a result the following is the output source of conversion it to XML on your next bill Before this bill Your previous bill £66.09 in debit what you paid £66.09 Balance after your last payment £0.00
By parsing XML and extract information from it the essential information can be presented as DAISY format.