Masked and permuted implicit context learning for scene text recognition

X Yang, Z Qiao, J Wei, D Yang… - IEEE Signal Processing …, 2024 - ieeexplore.ieee.org
Scene Text Recognition (STR) is challenging because of various text styles, shapes, and
backgrounds. Although the integration of linguistic information enhances models' …

PIEED: Position information enhanced encoder-decoder framework for scene text recognition

X Ma, K He, D Zhang, D Li - Applied Intelligence, 2021 - Springer
Scene text recognition (STR) technology has a rapid development with the rise of deep
learning. Recently, the encoder-decoder framework based on attention mechanism is widely …

Pimnet: a parallel, iterative and mimicking network for scene text recognition

Z Qiao, Y Zhou, J Wei, W Wang, Y Zhang… - Proceedings of the 29th …, 2021 - dl.acm.org
Nowadays, scene text recognition has attracted more and more attention due to its various
applications. Most state-of-the-art methods adopt an encoder-decoder framework with …

Masked vision-language transformers for scene text recognition

J Wu, Y Peng, S Zhang, W Qi, J Zhang - arXiv preprint arXiv:2211.04785, 2022 - arxiv.org
Scene text recognition (STR) enables computers to recognize and read the text in various
real-world scenes. Recent STR models benefit from taking linguistic information in addition …

Sequential alignment attention model for scene text recognition

Y Wu, J Fan, R Tao, J Wang, H Qin, A Liu… - Journal of Visual …, 2021 - Elsevier
Scene text recognition has been a hot research topic in computer vision due to its various
applications. The state-of-the-art solutions usually depend on the attention-based encoder …

PMMN: pre-trained multi-modal network for scene text recognition

Y Zhang, Z Fu, F Huang, Y Liu - Pattern Recognition Letters, 2021 - Elsevier
Abstract Scene Text Recognition (STR) task needs to consume large-amount data to
develop a powerful recognizer, including visual data like images and linguistic data like …

Focus on the Whole Character: Discriminative Character Modeling for Scene Text Recognition

B Zhou, Y Qu, Z Wang, Z Li, B Zhang, H Xie - arXiv preprint arXiv …, 2024 - arxiv.org
Recently, scene text recognition (STR) models have shown significant performance
improvements. However, existing models still encounter difficulties in recognizing …

A new perspective for flexible feature gathering in scene text recognition via character anchor pooling

S Long, Y Guan, K Bian, C Yao - ICASSP 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Irregular scene text recognition has attracted much attention from the research community,
mainly due to the complexity of shapes of text in natural scene. However, recent methods …

A two-level rectification attention network for scene text recognition

L Wu, Y Xu, J Hou, CLP Chen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Scene text recognition is a challenging task in the computer vision field due to the diversity
of text styles and the complexity of the image backgrounds. In recent decades, numerous …

An extended attention mechanism for scene text recognition

Z Xiao, Z Nie, C Song, AT Chronopoulos - Expert Systems with Applications, 2022 - Elsevier
Scene text recognition (STR) refers to obtaining text information from natural text images.
The task is more challenging than the optical character recognition (OCR) due to the …