Scene text detection and recognition: The deep learning era

S Long, X He, C Yao - International Journal of Computer Vision, 2021 - Springer
With the rise and development of deep learning, computer vision has been tremendously
transformed and reshaped. As an important research area in computer vision, scene text …

Text recognition in the wild: A survey

X Chen, L **, 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 **e, 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 …

Towards accurate scene text recognition with semantic reasoning networks

D Yu, X Li, C Zhang, T Liu, J Han… - Proceedings of the …, 2020 - openaccess.thecvf.com
Scene text image contains two levels of contents: visual texture and semantic information.
Although the previous scene text recognition methods have made great progress over the …

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

Y Wang, H **e, 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 …

Seed: Semantics enhanced encoder-decoder framework for scene text recognition

Z Qiao, Y Zhou, D Yang, Y Zhou… - Proceedings of the …, 2020 - openaccess.thecvf.com
Scene text recognition is a hot research topic in computer vision. Recently, many recognition
methods based on the encoder-decoder framework have been proposed, and they can …

Robustscanner: Dynamically enhancing positional clues for robust text recognition

X Yue, Z Kuang, C Lin, H Sun, W Zhang - European conference on …, 2020 - Springer
The attention-based encoder-decoder framework has recently achieved impressive results
for scene text recognition, and many variants have emerged with improvements in …

Toward understanding wordart: Corner-guided transformer for scene text recognition

X **e, L Fu, Z Zhang, Z Wang, X Bai - European conference on computer …, 2022 - Springer
Artistic text recognition is an extremely challenging task with a wide range of applications.
However, current scene text recognition methods mainly focus on irregular text while have …

Syntax-aware network for handwritten mathematical expression recognition

Y Yuan, X Liu, W Dikubab, H Liu, Z Ji… - Proceedings of the …, 2022 - openaccess.thecvf.com
Handwritten mathematical expression recognition (HMER) is a challenging task that has
many potential applications. Recent methods for HMER have achieved outstanding …

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

S Fang, Z Mao, H **e, 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 …