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 …

Swintextspotter: Scene text spotting via better synergy between text detection and text recognition

M Huang, Y Liu, Z Peng, C Liu, D Lin… - proceedings of the …, 2022 - openaccess.thecvf.com
End-to-end scene text spotting has attracted great attention in recent years due to the
success of excavating the intrinsic synergy of the scene text detection and recognition …

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 …

[HTML][HTML] Improving YOLOv5 with attention mechanism for detecting boulders from planetary images

L Zhu, X Geng, Z Li, C Liu - Remote Sensing, 2021 - mdpi.com
It is of great significance to apply the object detection methods to automatically detect
boulders from planetary images and analyze their distribution. This contributes to 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 …

Estextspotter: Towards better scene text spotting with explicit synergy in transformer

M Huang, J Zhang, D Peng, H Lu… - Proceedings of the …, 2023 - openaccess.thecvf.com
In recent years, end-to-end scene text spotting approaches are evolving to the Transformer-
based framework. While previous studies have shown the crucial importance of the intrinsic …

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 …