Historical document image binarization: A review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This review provides a comprehensive view of the field of historical document image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A survey of historical document image datasets

K Nikolaidou, M Seuret, H Mokayed… - International Journal on …, 2022 - Springer
This paper presents a systematic literature review of image datasets for document image
analysis, focusing on historical documents, such as handwritten manuscripts and early …

An enhanced binarization framework for degraded historical document images

W Xiong, L Zhou, L Yue, L Li, S Wang - EURASIP Journal on Image and …, 2021 - Springer
Binarization plays an important role in document analysis and recognition (DAR) systems. In
this paper, we present our winning algorithm in ICFHR 2018 competition on handwritten …

Generate, transform, and clean: the role of GANs and transformers in palm leaf manuscript generation and enhancement

N Thuon, J Du, Z Zhang, J Ma, P Hu - International Journal on Document …, 2024 - Springer
Palm leaf manuscripts offer a rich source of data critical for document analysis tasks,
including character, word, and text analysis. However, their cleaning and denoising present …

Improving isolated glyph classification task for palm leaf manuscripts

N Thuon, J Du, J Zhang - International Conference on Frontiers in …, 2022 - Springer
Digitization of ancient palm leaf manuscripts is gaining momentum due to the limited
datasets and complex features of text images of palm leaf manuscripts. Thus far, the …

Indiscapes: Instance segmentation networks for layout parsing of historical indic manuscripts

A Prusty, S Aitha, A Trivedi… - … on Document Analysis …, 2019 - ieeexplore.ieee.org
Historical palm-leaf manuscript and early paper documents from Indian subcontinent form
an important part of the world's literary and cultural heritage. Despite their importance, large …

[HTML][HTML] Text line extraction strategy for palm leaf manuscripts

E Paulus, JC Burie, FJ Verbeek - Pattern Recognition Letters, 2023 - Elsevier
Text line segmentation is an important step in the historical document image analysis
pipeline to supply useful information for recognition, keyword spotting and indexing. Many …

A modified deep semantic binarization network for degradation removal in palm leaf manuscripts

NS Rani - Multimedia Tools and Applications, 2024 - Springer
Palm leaves are the earliest forms of documentation for literature, showcasing rich traditions,
philosophical insights, and scientific traditions in areas such as mathematics, medicine …

Document Image Binarization

S Bhowmik - Document Layout Analysis, 2023 - Springer
Documents often get affected by noise due to various issues like casual handling occurred
during storing, or image acquisition processes. These noises not only affect the quality of the …

Binarization strategy using multiple convolutional autoencoder network for old sundanese manuscript images

E Paulus, JC Burie, FJ Verbeek - International Conference on Document …, 2021 - Springer
The binarization step for old documents is still a challenging task even though many hand-
engineered and deep learning algorithms have been offered. In this research work, we …