A neural approach for text extraction from scholarly figures

D Morris, P Tang, R Ewerth - 2019 International Conference on …, 2019 - ieeexplore.ieee.org
In recent years, the problem of scene text extraction from images has received extensive
attention and significant progress. However, text extraction from scholarly figures such as …

Text localization in scientific figures using fully convolutional neural networks on limited training data

M Jessen, F Böschen, A Scherp - … of the ACM Symposium on Document …, 2019 - dl.acm.org
Text extraction from scientific figures has been addressed in the past by different
unsupervised approaches due to the limited amount of training data. Motivated by the recent …

Survey and empirical comparison of different approaches for text extraction from scholarly figures

F Böschen, T Beck, A Scherp - Multimedia Tools and Applications, 2018 - Springer
Different approaches have been proposed in the past to address the challenge of extracting
text from scholarly figures. However, until recently, no comparative evaluation of the different …

Deep convolutional neural networks for text localisation in figures from biomedical literature

I Almakky, V Palade… - 2019 International Joint …, 2019 - ieeexplore.ieee.org
Text contained within figures is an important source of information in biomedical literature.
Despite this, end-to-end text extraction from biomedical figures remains a challenging task …

Review on text detection methods on scene images

M Brisinello, R Grbić, M Vranješ… - 2019 international …, 2019 - ieeexplore.ieee.org
Recently, a lot of effort has been put into developing text detection methods on natural scene
images in academic research and industry. In general, text detection refers to localizing all …

Deep Learning Techniques for Detecting and Segmenting Text in Natural Scene Images

A Hussein, MSM Altaei - Al-Nahrain Journal of Science, 2024 - anjs.edu.iq
Text detection and segmentation in natural scene images is an active research problem in
computer vision and document analysis. Unlike scanned documents, scene text exhibits …

Deep learning approaches to scene text detection: a comprehensive review

T Khan, R Sarkar, AF Mollah - Artificial Intelligence Review, 2021 - Springer
In recent times, text detection in the wild has significantly raised its ability due to tremendous
success of deep learning models. Applications of computer vision have emerged and got …

Deep scene text detection with connected component proposals

F Jiang, Z Hao, X Liu - arXiv preprint arXiv:1708.05133, 2017 - arxiv.org
A growing demand for natural-scene text detection has been witnessed by the computer
vision community since text information plays a significant role in scene understanding and …

FaSText: fast and small text extractor

A Filonenko, K Gudkov, A Lebedev… - 2019 International …, 2019 - ieeexplore.ieee.org
Text detection in natural images is a challenging but necessary task for many applications.
Existing approaches utilize large deep convolutional neural networks making it difficult to …

Multi-lingual scene text detection and language identification

S Saha, N Chakraborty, S Kundu, S Paul… - Pattern Recognition …, 2020 - Elsevier
Scene text analysis is a field of research that poses challenges to researchers owing to the
background complexities, image quality, text orientation, text size, etc. The problem gets …