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 …

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 …

Textscanner: Reading characters in order for robust scene text recognition

Z Wan, M He, H Chen, X Bai, C Yao - … of the AAAI conference on artificial …, 2020 - aaai.org
Driven by deep learning and a large volume of data, scene text recognition has evolved
rapidly in recent years. Formerly, RNN-attention-based methods have dominated this field …

Towards unconstrained end-to-end text spotting

S Qin, A Bissacco, M Raptis… - Proceedings of the …, 2019 - openaccess.thecvf.com
We propose an end-to-end trainable network that can simultaneously detect and recognize
text of arbitrary shape, making substantial progress on the open problem of reading scene …

NRTR: A no-recurrence sequence-to-sequence model for scene text recognition

F Sheng, Z Chen, B Xu - 2019 International conference on …, 2019 - ieeexplore.ieee.org
Scene text recognition has attracted a great many researches due to its importance to
various applications. Existing methods mainly adopt recurrence or convolution based …

Sequence-to-sequence domain adaptation network for robust text image recognition

Y Zhang, S Nie, W Liu, X Xu… - Proceedings of the …, 2019 - openaccess.thecvf.com
Abstract Domain adaptation has shown promising advances for alleviating domain shift
problem. However, recent visual domain adaptation works usually focus on non-sequential …

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 …

Synthetically supervised feature learning for scene text recognition

Y Liu, Z Wang, H Jin, I Wassell - Proceedings of the …, 2018 - openaccess.thecvf.com
We address the problem of image feature learning for scene text recognition. The image
features in the state-of-the-art methods are learned from large-scale synthetic image …

Attention and language ensemble for scene text recognition with convolutional sequence modeling

S Fang, H Xie, ZJ Zha, N Sun, J Tan… - Proceedings of the 26th …, 2018 - dl.acm.org
Recent dominant approaches for scene text recognition are mainly based on convolutional
neural network (CNN) and recurrent neural network (RNN), where the CNN processes …