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 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 …

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 …

Show, attend and read: A simple and strong baseline for irregular text recognition

H Li, P Wang, C Shen, G Zhang - … of the AAAI conference on artificial …, 2019 - ojs.aaai.org
Recognizing irregular text in natural scene images is challenging due to the large variance
in text appearance, such as curvature, orientation and distortion. Most existing approaches …

Rosetta: Large scale system for text detection and recognition in images

F Borisyuk, A Gordo, V Sivakumar - Proceedings of the 24th ACM …, 2018 - dl.acm.org
In this paper we present a deployed, scalable optical character recognition (OCR) system,
which we call Rosetta, designed to process images uploaded daily at Facebook scale …

Symmetry-constrained rectification network for scene text recognition

M Yang, Y Guan, M Liao, X He, K Bian… - Proceedings of the …, 2019 - openaccess.thecvf.com
Reading text in the wild is a very challenging task due to the diversity of text instances and
the complexity of natural scenes. Recently, the community has paid increasing attention to …

Primitive representation learning for scene text recognition

R Yan, L Peng, S Xiao, G Yao - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Scene text recognition is a challenging task due to diverse variations of text instances in
natural scene images. Conventional methods based on CNN-RNN-CTC or encoder …

Scene text image super-resolution in the wild

W Wang, E Xie, X Liu, W Wang, D Liang… - Computer Vision–ECCV …, 2020 - Springer
Low-resolution text images are often seen in natural scenes such as documents captured by
mobile phones. Recognizing low-resolution text images is challenging because they lose …

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 …

Gtc: Guided training of ctc towards efficient and accurate scene text recognition

W Hu, X Cai, J Hou, S Yi, Z Lin - Proceedings of the AAAI conference on …, 2020 - aaai.org
Abstract Connectionist Temporal Classification (CTC) and attention mechanism are two
main approaches used in recent scene text recognition works. Compared with attention …