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 …

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 …

Learning RoI transformer for oriented object detection in aerial images

J Ding, N Xue, Y Long, GS Xia… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
Object detection in aerial images is an active yet challenging task in computer vision
because of the bird's-eye view perspective, the highly complex backgrounds, and the variant …

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 …

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 …

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 …

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 …

Abcnet v2: Adaptive bezier-curve network for real-time end-to-end text spotting

Y Liu, C Shen, L Jin, T He, P Chen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
End-to-end text-spotting, which aims to integrate detection and recognition in a unified
framework, has attracted increasing attention due to its simplicity of the two complimentary …