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 …

Traditional to transfer learning progression on scene text detection and recognition: a survey

N Gupta, AS Jalal - Artificial Intelligence Review, 2022 - Springer
Many computer vision-based techniques utilize semantic information ie scene text present in
a natural scene for image analysis. Subsequently, in recent times researchers pay more …

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 …

Textboxes++: A single-shot oriented scene text detector

M Liao, B Shi, X Bai - IEEE transactions on image processing, 2018 - ieeexplore.ieee.org
Scene text detection is an important step of scene text recognition system and also a
challenging problem. Different from general object detections, the main challenges of scene …

East: an efficient and accurate scene text detector

X Zhou, C Yao, H Wen, Y Wang… - Proceedings of the …, 2017 - openaccess.thecvf.com
Previous approaches for scene text detection have already achieved promising
performances across various benchmarks. However, they usually fall short when dealing …

Arbitrary-oriented scene text detection via rotation proposals

J Ma, W Shao, H Ye, L Wang, H Wang… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
This paper introduces a novel rotation-based framework for arbitrary-oriented text detection
in natural scene images. We present the Rotation Region Proposal Networks, which are …

Rotation-sensitive regression for oriented scene text detection

M Liao, Z Zhu, B Shi, G Xia… - 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 …

R2CNN: Rotational region CNN for orientation robust scene text detection

Y Jiang, X Zhu, X Wang, S Yang, W Li, H Wang… - arXiv preprint arXiv …, 2017 - arxiv.org
In this paper, we propose a novel method called Rotational Region CNN (R2CNN) for
detecting arbitrary-oriented texts in natural scene images. The framework is based on Faster …

Textboxes: A fast text detector with a single deep neural network

M Liao, B Shi, X Bai, X Wang, W Liu - Proceedings of the AAAI …, 2017 - ojs.aaai.org
This paper presents an end-to-end trainable fast scene text detector, named TextBoxes,
which detects scene text with both high accuracy and efficiency in a single network forward …

Detecting text in natural image with connectionist text proposal network

Z Tian, W Huang, T He, P He, Y Qiao - … 11-14, 2016, Proceedings, Part VIII …, 2016 - Springer
We propose a novel Connectionist Text Proposal Network (CTPN) that accurately localizes
text lines in natural image. The CTPN detects a text line in a sequence of fine-scale text …