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 …

Text detection, recognition, and script identification in natural scene images: A Review

V Naosekpam, N Sahu - International Journal of Multimedia Information …, 2022 - Springer
Text in natural scene images plays a vital role in scene understanding. It contains a rich and
abundant amount of valuable semantic information useful in many applications such as …

Fourier contour embedding for arbitrary-shaped text detection

Y Zhu, J Chen, L Liang, Z Kuang… - Proceedings of the …, 2021 - openaccess.thecvf.com
One of the main challenges for arbitrary-shaped text detection is to design a good text
instance representation that allows networks to learn diverse text geometry variances. Most …

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 …

Efficient and accurate arbitrary-shaped text detection with pixel aggregation network

W Wang, E Xie, X Song, Y Zang… - Proceedings of the …, 2019 - openaccess.thecvf.com
Scene text detection, an important step of scene text reading systems, has witnessed rapid
development with convolutional neural networks. Nonetheless, two main challenges still …

Shape robust text detection with progressive scale expansion network

W Wang, E Xie, X Li, W Hou, T Lu… - Proceedings of the …, 2019 - openaccess.thecvf.com
Scene text detection has witnessed rapid progress especially with the recent development of
convolutional neural networks. However, there still exists two challenges which prevent the …

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 …

Learning center probability map for detecting objects in aerial images

J Wang, W Yang, HC Li, H Zhang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
One fundamental problem in Earth Vision is to accurately find the locations and identify the
categories of the interesting objects in the aerial images, for which oriented bounding boxes …

Pan++: Towards efficient and accurate end-to-end spotting of arbitrarily-shaped text

W Wang, E Xie, X Li, X Liu, D Liang… - … on Pattern Analysis …, 2021 - ieeexplore.ieee.org
Scene text detection and recognition have been well explored in the past few years. Despite
the progress, efficient and accurate end-to-end spotting of arbitrarily-shaped text remains …