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 …

Deep learning approaches to scene text detection: a comprehensive review

T Khan, R Sarkar, AF Mollah - Artificial Intelligence Review, 2021 - Springer
In recent times, text detection in the wild has significantly raised its ability due to tremendous
success of deep learning models. Applications of computer vision have emerged and got …

Text detection and recognition in the wild: A review

Z Raisi, MA Naiel, P Fieguth, S Wardell… - arXiv preprint arXiv …, 2020 - arxiv.org
Detection and recognition of text in natural images are two main problems in the field of
computer vision that have a wide variety of applications in analysis of sports videos …

Scene text detection with supervised pyramid context network

E Xie, Y Zang, S Shao, G Yu, C Yao, G Li - Proceedings of the AAAI …, 2019 - ojs.aaai.org
Scene text detection methods based on deep learning have achieved remarkable results
over the past years. However, due to the high diversity and complexity of natural scenes …

Scene text detection and recognition with advances in deep learning: a survey

X Liu, G Meng, C Pan - International Journal on Document Analysis and …, 2019 - Springer
Scene text detection and recognition has become a very active research topic in recent
several years. It can find many applications in reality ranging from navigation for vision …

Few could be better than all: Feature sampling and grouping for scene text detection

J Tang, W Zhang, H Liu, MK Yang… - Proceedings of the …, 2022 - openaccess.thecvf.com
Recently, transformer-based methods have achieved promising progresses in object
detection, as they can eliminate the post-processes like NMS and enrich the deep …

Scene text detection and recognition: Recent advances and future trends

Y Zhu, C Yao, X Bai - Frontiers of Computer Science, 2016 - Springer
Text, as one of the most influential inventions of humanity, has played an important role in
human life, so far from ancient times. The rich and precise information embodied in text is …

Accurate scene text detection via scale-aware data augmentation and shape similarity constraint

P Dai, Y Li, H Zhang, J Li, X Cao - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Scene text detection has attracted increasing concerns with the rapid development of deep
neural networks in recent years. However, existing scene text detectors may overfit on the …

Look more than once: An accurate detector for text of arbitrary shapes

C Zhang, B Liang, Z Huang, M En… - Proceedings of the …, 2019 - openaccess.thecvf.com
Previous scene text detection methods have progressed substantially over the past years.
However, limited by the receptive field of CNNs and the simple representations like …

Wetext: Scene text detection under weak supervision

S Tian, S Lu, C Li - … of the IEEE international conference on …, 2017 - openaccess.thecvf.com
The requiring of large amounts of annotated training data has become a common constraint
on various deep learning systems. In this paper, we propose a weakly supervised scene text …