Deepsolo: Let transformer decoder with explicit points solo for text spotting

M Ye, J Zhang, S Zhao, J Liu, T Liu… - Proceedings of the …, 2023 - openaccess.thecvf.com
End-to-end text spotting aims to integrate scene text detection and recognition into a unified
framework. Dealing with the relationship between the two sub-tasks plays a pivotal role in …

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 …

Spts v2: single-point scene text spotting

Y Liu, J Zhang, D Peng, M Huang… - … on Pattern Analysis …, 2023 - ieeexplore.ieee.org
End-to-end scene text spotting has made significant progress due to its intrinsic synergy
between text detection and recognition. Previous methods commonly regard manual …

Seeing text in the dark: Algorithm and benchmark

C Xu, H Fu, L Ma, W Jia, C Zhang, F **a, X Ai… - Proceedings of the …, 2024 - dl.acm.org
Localizing text in low-light environments is challenging due to visual degradations. Although
a straightforward solution involves a two-stage pipeline with low-light image enhancement …

Turning a clip model into a scene text spotter

W Yu, Y Liu, X Zhu, H Cao, X Sun… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
We exploit the potential of the large-scale Contrastive Language-Image Pretraining (CLIP)
model to enhance scene text detection and spotting tasks, transforming it into a robust …

DNTextSpotter: Arbitrary-shaped scene text spotting via improved denoising training

Q Qiao, Y **e, J Gao, T Wu, S Huang, J Fan… - Proceedings of the …, 2024 - dl.acm.org
More and more end-to-end text spotting methods based on Transformer architecture have
demonstrated superior performance. These methods utilize a bipartite graph matching …

Hierarchical text spotter for joint text spotting and layout analysis

S Long, S Qin, Y Fujii, A Bissacco… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract We propose Hierarchical Text Spotter (HTS), a novel method for the joint task of
word-level text spotting and geometric layout analysis. HTS can recognize text in an image …

Bridging the Gap Between End-to-End and Two-Step Text Spotting

M Huang, H Li, Y Liu, X Bai… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Modularity plays a crucial role in the development and maintenance of complex systems.
While end-to-end text spotting efficiently mitigates the issues of error accumulation and sub …

Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction

J Zheng, H Fan, L Zhang - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
Segmentation-based scene text detection algorithms that are accurate to the pixel level can
satisfy the detection of arbitrary shape scene text and have received widespread attention …

Spotlight text detector: Spotlight on candidate regions like a camera

X Han, J Gao, C Yang, Y Yuan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The irregular contour representation is one of the tough challenges in scene text detection.
Although segmentation-based methods have achieved significant progress with the help of …