Historical document image binarization: A review

C Tensmeyer, T Martinez - SN Computer Science, 2020 - Springer
This review provides a comprehensive view of the field of historical document image
binarization with a focus on the contributions made in the last decade. After the introduction …

Robust document image binarization technique for degraded document images

B Su, S Lu, CL Tan - IEEE transactions on image processing, 2012 - ieeexplore.ieee.org
Segmentation of text from badly degraded document images is a very challenging task due
to the high inter/intra-variation between the document background and the foreground text of …

AdOtsu: An adaptive and parameterless generalization of Otsu's method for document image binarization

RF Moghaddam, M Cheriet - Pattern Recognition, 2012 - Elsevier
Adaptive binarization methods play a central role in document image processing. In this
work, an adaptive and parameterless generalization of Otsu's method is presented. The …

Fourier document restoration for robust document dewarping and recognition

C Xue, Z Tian, F Zhan, S Lu… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
State-of-the-art document dewarping techniques learn to predict 3-dimensional information
of documents which are prone to errors while dealing with documents with irregular …

A new scheme for unconstrained handwritten text-line segmentation

A Alaei, U Pal, P Nagabhushan - Pattern Recognition, 2011 - Elsevier
Variations in inter-line gaps and skewed or curled text-lines are some of the challenging
issues in segmentation of handwritten text-lines. Moreover, overlapping and touching text …

Combination of document image binarization techniques

B Su, S Lu, CL Tan - 2011 International Conference on …, 2011 - ieeexplore.ieee.org
Document image binarization has been studied for decades, and many practical binarization
techniques have been proposed for different kinds of document images. However, many …

Phase-based binarization of ancient document images: Model and applications

HZ Nafchi, RF Moghaddam… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
In this paper, a phase-based binarization model for ancient document images is proposed,
as well as a postprocessing method that can improve any binarization method and a ground …

A learning framework for the optimization and automation of document binarization methods

M Cheriet, RF Moghaddam, R Hedjam - Computer vision and image …, 2013 - Elsevier
Almost all binarization methods have a few parameters that require setting. However, they
do not usually achieve their upper-bound performance unless the parameters are …

Parallel nonparametric binarization for degraded document images

X Chen, L Lin, Y Gao - Neurocomputing, 2016 - Elsevier
Adaptive binarization has been widely used in binarizing degraded document images. Most
of the adaptive methods, however, face two challenging problems: expensive computation …

A learning framework for degraded document image binarization using Markov random field

B Su, S Lu, CL Tan - … of the 21st International Conference on …, 2012 - ieeexplore.ieee.org
Document image binarization is an important preprocessing technique for document image
analysis that segments the text from the document image backgrounds. Many techniques …