A review of object detection based on deep learning

Y Xiao, Z Tian, J Yu, Y Zhang, S Liu, S Du… - Multimedia Tools and …, 2020 - Springer
With the rapid development of deep learning techniques, deep convolutional neural
networks (DCNNs) have become more important for object detection. Compared with …

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 …

Ocr-free document understanding transformer

G Kim, T Hong, M Yim, JY Nam, J Park, J Yim… - … on Computer Vision, 2022 - Springer
Understanding document images (eg, invoices) is a core but challenging task since it
requires complex functions such as reading text and a holistic understanding of the …

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 …

A survey of deep learning-based object detection

L Jiao, F Zhang, F Liu, S Yang, L Li, Z Feng… - IEEE access, 2019 - ieeexplore.ieee.org
Object detection is one of the most important and challenging branches of computer vision,
which has been widely applied in people's life, such as monitoring security, autonomous …

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 …

Character region awareness for text detection

Y Baek, B Lee, D Han, S Yun… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
Scene text detection methods based on neural networks have emerged recently and have
shown promising results. Previous methods trained with rigid word-level bounding boxes …

Foveabox: Beyound anchor-based object detection

T Kong, F Sun, H Liu, Y Jiang, L Li… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
We present FoveaBox, an accurate, flexible, and completely anchor-free framework for
object detection. While almost all state-of-the-art object detectors utilize predefined anchors …

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 …