The technique of extraction text areas on scanned document image using linear filtration

Authors

DOI:

https://doi.org/10.15276/aait.03.2019.3

Keywords:

image segmentation, text areas, scanned document, linear filtering, image processing

Abstract

The method of selection of text areas on the image of the scanned document from the background is proposed.
Text areas of the image have approximately the same intensity values inside these areas. Therefore, linear filtering and threshold
image transformation are used. Linear filtering allows you to smooth out the intensity values of pixels inside homogeneous areas. In
the case of a threshold transformation, the threshold value is used, which makes it possible to isolate homogeneous areas of the image that make up the text fragments from the background.A study was conducted on the selection of a threshold value for highlighting homogeneous areas of text, which showed that the threshold value is better to choose among the pixel intensities at the base of
the histogram peak, which corresponds to the background. It is proposed to select the threshold by the value of the second derivative
for the image histogram after linear filtering. Therefore, the intensity of the local maximum of the histogram, which is closer than the
other local maxima to the right end of the image intensity interval, is chosen as the threshold. For this purpose, an analysis of the
histogram of the distribution of image pixel intensity values is carried out after linear filtering by rows and columns at each step.
Testing of the proposed method of separating textual image areas was carried out for segmentation of textual images of scanned
archival newspapers from the MediaTeam documents database at the University of Oulu (Finland).The proposed method of extracting text fragments from the background using linear filtering and threshold conversion allowed to improve the quality of selection of
these areas compared to the similar method in the percentage of correct recognition of text areas by 12 %, which is important for the
task of image segmentation

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Author Biographies

Alesya V. Ishchenko, Odessa National Polytechnic University, Shevchenko Ave., 1, Odessa, Ukraine, 65044

Senior Lecturer of Department of Applied Mathematics and Information Technologies

Marina V. Polyakova, Odessa National Polytechnic University, Shevchenko Ave., 1, Odessa, Ukraine, 65044

Doctor of Technical Sciences, Associate Professor, Department of Applied Mathematics and Information Technologies

Alexandr G. Nesteryuk, Odessa National Polytechnic University, Shevchenko Ave., 1, Odessa, Ukraine, 65044

Candidate of Technical Sciences, Associate Professor, Department of Computer Systems

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Published

2019-07-15

How to Cite

[1]
Ishchenko A.V., Polyakova M.V., Nesteryuk A.G. “The technique of extraction text areas on scanned document image using linear filtration”. Applied Aspects of Information Technology. 2019; Vol. 2, No. 3: 206-215. DOI:https://doi.org/10.15276/aait.03.2019.3.