Historical document image binarization: A review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This review provides a comprehensive view of the field of historical document image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 …

A comprehensive survey on image binarization techniques

N Chaki, SH Shaikh, K Saeed, N Chaki… - Exploring Image …, 2014 - Springer
A detailed survey about the principles of image binarization techniques is introduced in this
chapter. A comprehensive review is given. A number of classical methodologies together …

A fast fault-tolerant architecture for sauvola local image thresholding algorithm using stochastic computing

MH Najafi, ME Salehi - IEEE Transactions on Very Large Scale …, 2015 - ieeexplore.ieee.org
Binarization plays an important role in document image processing, particularly in degraded
document images. Among all local image thresholding algorithms, Sauvola has excellent …

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 …

An efficient ground truthing tool for binarization of historical manuscripts

HZ Nafchi, SM Ayatollahi… - 2013 12th …, 2013 - ieeexplore.ieee.org
For the purpose of facilitating benchmark contributions for binarization methods, a new fast
ground truthing approach, called the PhaseGT, is proposed. This approach is used for …

SauvolaNet: Learning Adaptive Sauvola Network for Degraded Document Binarization

D Li, Y Wu, Y Zhou - International Conference on Document Analysis and …, 2021 - Springer
Inspired by the classic Sauvola local image thresholding approach, we systematically study
it from the deep neural network (DNN) perspective and propose a new solution called …

ISauvola: Improved Sauvola's algorithm for document image binarization

Z Hadjadj, A Meziane, Y Cherfa, M Cheriet… - Image Analysis and …, 2016 - Springer
Binarization of historical documents is difficult and is still an open area of research. In this
paper, a new binarization technique for document images is presented. The proposed …

Automatic document image binarization using bayesian optimization

E Vats, A Hast, P Singh - Proceedings of the 4th International Workshop …, 2017 - dl.acm.org
Document image binarization is often a challenging task due to various forms of
degradation. Although there exist several binarization techniques in literature, the binarized …

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 …

Gabor filter-based texture for ancient degraded document image binarization

A Sehad, Y Chibani, R Hedjam, M Cheriet - Pattern Analysis and …, 2019 - Springer
Binarization of ancient degraded document images is a very important step for their
preservation and digital use. In this paper, a new simple threshold-based method is …