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 …

Aster: An attentional scene text recognizer with flexible rectification

B Shi, M Yang, X Wang, P Lyu, C Yao… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
A challenging aspect of scene text recognition is to handle text with distortions or irregular
layout. In particular, perspective text and curved text are common in natural scenes and are …

Mask textspotter: An end-to-end trainable neural network for spotting text with arbitrary shapes

P Lyu, M Liao, C Yao, W Wu… - Proceedings of the …, 2018 - openaccess.thecvf.com
Recently, models based on deep neural networks have dominated the fields of scene text
detection and recognition. In this paper, we investigate the problem of scene text spotting …

Pan++: Towards efficient and accurate end-to-end spotting of arbitrarily-shaped text

W Wang, E **e, X Li, X Liu, D Liang… - … on Pattern Analysis …, 2021 - ieeexplore.ieee.org
Scene text detection and recognition have been well explored in the past few years. Despite
the progress, efficient and accurate end-to-end spotting of arbitrarily-shaped text remains …

Esir: End-to-end scene text recognition via iterative image rectification

F Zhan, S Lu - Proceedings of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
Automated recognition of texts in scenes has been a research challenge for years, largely
due to the arbitrary text appearance variation in perspective distortion, text line curvature …

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

Y Liu, C Shen, L **, 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 …

Scene text visual question answering

AF Biten, R Tito, A Mafla, L Gomez… - Proceedings of the …, 2019 - openaccess.thecvf.com
Current visual question answering datasets do not consider the rich semantic information
conveyed by text within an image. In this work, we present a new dataset, ST-VQA, that aims …

Rotation-sensitive regression for oriented scene text detection

M Liao, Z Zhu, B Shi, G **a… - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
Text in natural images is of arbitrary orientations, requiring detection in terms of oriented
bounding boxes. Normally, a multi-oriented text detector often involves two key tasks: 1) text …

Mask textspotter v3: Segmentation proposal network for robust scene text spotting

M Liao, G Pang, J Huang, T Hassner, X Bai - Computer Vision–ECCV …, 2020 - Springer
Recent end-to-end trainable methods for scene text spotting, integrating detection and
recognition, showed much progress. However, most of the current arbitrary-shape scene text …