Text recognition in the wild: A survey

X Chen, L Jin, Y Zhu, C Luo, T Wang - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
The history of text can be traced back over thousands of years. Rich and precise semantic
information carried by text is important in a wide range of vision-based application …

Read like humans: Autonomous, bidirectional and iterative language modeling for scene text recognition

S Fang, H Xie, Y Wang, Z Mao… - Proceedings of the …, 2021 - openaccess.thecvf.com
Linguistic knowledge is of great benefit to scene text recognition. However, how to effectively
model linguistic rules in end-to-end deep networks remains a research challenge. In this …

From two to one: A new scene text recognizer with visual language modeling network

Y Wang, H Xie, S Fang, J Wang… - Proceedings of the …, 2021 - openaccess.thecvf.com
In this paper, we abandon the dominant complex language model and rethink the linguistic
learning process in the scene text recognition. Different from previous methods considering …

Decoupled attention network for text recognition

T Wang, Y Zhu, L Jin, C Luo, X Chen, Y Wu… - Proceedings of the …, 2020 - ojs.aaai.org
Text recognition has attracted considerable research interests because of its various
applications. The cutting-edge text recognition methods are based on attention mechanisms …

Contournet: Taking a further step toward accurate arbitrary-shaped scene text detection

Y Wang, H Xie, ZJ Zha, M Xing… - proceedings of the …, 2020 - openaccess.thecvf.com
Scene text detection has witnessed rapid development in recent years. However, there still
exists two main challenges: 1) many methods suffer from false positives in their text …

Abinet++: Autonomous, bidirectional and iterative language modeling for scene text spotting

S Fang, Z Mao, H Xie, Y Wang, C Yan… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Scene text spotting is of great importance to the computer vision community due to its wide
variety of applications. Recent methods attempt to introduce linguistic knowledge for …

Master: Multi-aspect non-local network for scene text recognition

N Lu, W Yu, X Qi, Y Chen, P Gong, R Xiao, X Bai - Pattern Recognition, 2021 - Elsevier
Attention-based scene text recognizers have gained huge success, which leverages a more
compact intermediate representation to learn 1d-or 2d-attention by a RNN-based encoder …

Pimnet: a parallel, iterative and mimicking network for scene text recognition

Z Qiao, Y Zhou, J Wei, W Wang, Y Zhang… - Proceedings of the 29th …, 2021 - dl.acm.org
Nowadays, scene text recognition has attracted more and more attention due to its various
applications. Most state-of-the-art methods adopt an encoder-decoder framework with …

Editing text in the wild

L Wu, C Zhang, J Liu, J Han, J Liu, E Ding… - Proceedings of the 27th …, 2019 - dl.acm.org
In this paper, we are interested in editing text in natural images, which aims to replace or
modify a word in the source image with another one while maintaining its realistic look. This …

Petr: Rethinking the capability of transformer-based language model in scene text recognition

Y Wang, H Xie, S Fang, M Xing, J Wang… - … on Image Processing, 2022 - ieeexplore.ieee.org
The exploration of linguistic information promotes the development of scene text recognition
task. Benefiting from the significance in parallel reasoning and global relationship capture …