[PDF][PDF] Machine learning for ancient languages: A survey

T Sommerschield, Y Assael, J Pavlopoulos… - Computational …, 2023 - direct.mit.edu
Ancient languages preserve the cultures and histories of the past. However, their study is
fraught with difficulties, and experts must tackle a range of challenging text-based tasks, from …

A survey of historical document image datasets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analysis, focusing on historical documents, such as handwritten manuscripts and early …

Deep learning for historical document analysis and recognition—a survey

F Lombardi, S Marinai - Journal of Imaging, 2020 - mdpi.com
Nowadays, deep learning methods are employed in a broad range of research fields. The
analysis and recognition of historical documents, as we survey in this work, is not an …

Encoding pathlet and SIFT features with bagged VLAD for historical writer identification

S Lai, Y Zhu, L Jin - IEEE Transactions on Information …, 2020 - ieeexplore.ieee.org
Offline writer identification plays an important role in forensic document examination and
historical document analysis. Today, challenges still exist in historical writer identification …

A new method for writer identification based on historical documents

A Gattal, C Djeddi, F Abbas, I Siddiqi… - Journal of Intelligent …, 2023 - degruyter.com
Identifying the writer of a handwritten document has remained an interesting pattern
classification problem for document examiners, forensic experts, and paleographers. While …

Writer identification for historical handwritten documents using a single feature extraction method

M Chammas, A Makhoul… - 2020 19th IEEE …, 2020 - ieeexplore.ieee.org
With the growth of artificial intelligence techniques the problem of writer identification from
historical documents has gained increased interest. It consists on knowing the identity of …

A deep learning framework for historical manuscripts writer identification using data-driven features

A Bennour, M Boudraa, I Siddiqi, M Al-Sarem… - Multimedia Tools and …, 2024 - Springer
Writer identification form historical manuscripts presents a challenging problem with
significant implications for understanding the authorship of ancient texts. In this paper, we …

ICFHR 2020 competition on image retrieval for historical handwritten fragments

M Seuret, A Nicolaou, D Stutzmann… - … on frontiers in …, 2020 - ieeexplore.ieee.org
This competition succeeds upon a line of competitions for writer and style analysis of
historical document images. In particular, we investigate the performance of large-scale …

Attribute-based document image retrieval

M Cote, A Branzan Albu - International Journal on Document Analysis and …, 2024 - Springer
This paper explores the use of attributes for document image querying and retrieval. Existing
document image retrieval techniques present several drawbacks: textual searches are …

Investigations on Self-supervised Learning for Script-, Font-type, and Location Classification on Historical Documents

J Zenk, F Kordon, M Mayr, M Seuret… - Proceedings of the 7th …, 2023 - dl.acm.org
In the context of automated classification of historical documents, we investigate three
contemporary self-supervised learning (SSL) techniques (SimSiam, Dino, and VICReg) for …