Degraded Historical Documents Images Binarization Using a Combination of Enhanced Techniques

01/27/2019
by   Omar Boudraa, et al.
0

Document image binarization is the initial step and a crucial in many document analysis and recognition scheme. In fact, it is still a relevant research subject and a fundamental challenge due to its importance and influence. This paper provides an original multi-phases system that hybridizes various efficient image thresholding methods in order to get the best binarization output. First, to improve contrast in particularly defective images, the application of CLAHE algorithm is suggested and justified. We then use a cooperative technique to segment image into two separated classes. At the end, a special transformation is applied for the purpose of removing scattered noise and of correcting characters forms. Experimentations demonstrate the precision and the robustness of our framework applied on historical degraded documents images within three benchmarks compared to other noted methods.

READ FULL TEXT

page 2

page 6

page 8

page 10

research
07/19/2022

Segmentation of 3D Dental Images Using Deep Learning

3D image segmentation is a recent and crucial step in many medical analy...
research
08/28/2013

Categorizing ancient documents

The analysis of historical documents is still a topical issue given the ...
research
03/29/2011

Application of Threshold Techniques for Readability Improvement of Jawi Historical Manuscript Images

Historical documents such as old books and manuscripts have a high aesth...
research
03/07/2015

An Improved Image Mosaicing Algorithm for Damaged Documents

It is a common phenomenon in day to day life; where in some of the docum...
research
06/26/2013

Persian Heritage Image Binarization Competition (PHIBC 2012)

The first competition on the binarization of historical Persian document...
research
04/23/2020

A Tool for Facilitating OCR Postediting in Historical Documents

Optical character recognition (OCR) for historical documents is a comple...
research
06/12/2021

Predicting the Ordering of Characters in Japanese Historical Documents

Japan is a unique country with a distinct cultural heritage, which is re...

Please sign up or login with your details

Forgot password? Click here to reset