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 …

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 …

Abcnet: Real-time scene text spotting with adaptive bezier-curve network

Y Liu, H Chen, C Shen, T He, L **… - proceedings of the …, 2020 - openaccess.thecvf.com
Scene text detection and recognition has received increasing research attention. Existing
methods can be roughly categorized into two groups: character-based and segmentation …

Turning a clip model into a scene text detector

W Yu, Y Liu, W Hua, D Jiang… - Proceedings of the …, 2023 - openaccess.thecvf.com
The recent large-scale Contrastive Language-Image Pretraining (CLIP) model has shown
great potential in various downstream tasks via leveraging the pretrained vision and …

Text spotting transformers

X Zhang, Y Su, S Tripathi, Z Tu - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
In this paper, we present TExt Spotting TRansformers (TESTR), a generic end-to-end text
spotting framework using Transformers for text detection and recognition in the wild. TESTR …

Abcnet v2: Adaptive bezier-curve network for real-time end-to-end text spotting

Y Liu, C Shen, L **, T He, P Chen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
End-to-end text-spotting, which aims to integrate detection and recognition in a unified
framework, has attracted increasing attention due to its simplicity of the two complimentary …

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 …