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 …

Real-time scene text detection with differentiable binarization and adaptive scale fusion

M Liao, Z Zou, Z Wan, C Yao… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Recently, segmentation-based scene text detection methods have drawn extensive attention
in the scene text detection field, because of their superiority in detecting the text instances of …

Real-time scene text detection with differentiable binarization

M Liao, Z Wan, C Yao, K Chen, X Bai - Proceedings of the AAAI …, 2020 - ojs.aaai.org
Recently, segmentation-based methods are quite popular in scene text detection, as the
segmentation results can more accurately describe scene text of various shapes such as …

Gliding vertex on the horizontal bounding box for multi-oriented object detection

Y Xu, M Fu, Q Wang, Y Wang, K Chen… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Object detection has recently experienced substantial progress. Yet, the widely adopted
horizontal bounding box representation is not appropriate for ubiquitous oriented objects …

Unbalanced feature transport for exemplar-based image translation

F Zhan, Y Yu, K Cui, G Zhang, S Lu… - Proceedings of the …, 2021 - openaccess.thecvf.com
Despite the great success of GANs in images translation with different conditioned inputs
such as semantic segmentation and edge map, generating high-fidelity images with …

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 …

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 …

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 …

Spatial fusion gan for image synthesis

F Zhan, H Zhu, S Lu - … of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
Recent advances in generative adversarial networks (GANs) have shown great potentials in
realistic image synthesis whereas most existing works address synthesis realism in either …

Contournet: Taking a further step toward accurate arbitrary-shaped scene text detection

Y Wang, H **e, ZJ Zha, M **ng… - proceedings of the …, 2020 - openaccess.thecvf.com
Scene text detection has witnessed rapid development in recent years. However, there still
exists two main challenges: 1) many methods suffer from false positives in their text …