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 …

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 …

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 Jin… - 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 …

Learning modulated loss for rotated object detection

W Qian, X Yang, S Peng, J Yan, Y Guo - Proceedings of the AAAI …, 2021 - ojs.aaai.org
Popular rotated detection methods usually use five parameters (coordinates of the central
point, width, height, and rotation angle) or eight parameters (coordinates of four vertices) to …

Few could be better than all: Feature sampling and grouping for scene text detection

J Tang, W Zhang, H Liu, MK Yang… - Proceedings of the …, 2022 - openaccess.thecvf.com
Recently, transformer-based methods have achieved promising progresses in object
detection, as they can eliminate the post-processes like NMS and enrich the deep …