Text Region Multiple Information Perception Network for Scene Text Detection
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Abstract (arXiv)
Segmentation-based scene text detection algorithms can handle arbitrary shape scene texts and have strong robustness and adaptability, so it has attracted wide attention. Existing segmentation-based scene text detection algorithms usually only segment the pixels in the center region of the text, while ignoring other information of the text region, such as edge information, distance information, etc., thus limiting the detection accuracy of the algorithm for scene text. This paper proposes a plug-and-play module called the Region Multiple Information Perception Module (RMIPM) to enhance the detection performance of segmentation-based algorithms. Specifically, we design an improved module that can perceive various types of information about scene text regions, such as text foreground classification maps, distance maps, direction maps, etc. Experiments on MSRA-TD500 and TotalText datasets show that our method achieves comparable performance with current state-of-the-art algorithms.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 17 of its 27 references that are in the map. First posted on arXiv 18 Jan 2024.
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References · 17
- 2016Feature Pyramid Networks for Object Detectioncited by 5,021
- 2016Synthetic Data for Text Localisation in Natural Imagescited by 396
- 2019Character Region Awareness for Text Detectioncited by 273
- 2017EAST: An Efficient and Accurate Scene Text Detectorcited by 248
- 2019Real-time Scene Text Detection with Differentiable Binarizationcited by 212
- 2017Total-Text: A Comprehensive Dataset for Scene Text Detection and Recognitioncited by 161
- 2018TextBoxes++: A Single-Shot Oriented Scene Text Detectorcited by 119
- 2018TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapescited by 114
- 2022Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusioncited by 94
- 2021Fourier Contour Embedding for Arbitrary-Shaped Text Detectioncited by 80
- 2020Deep Relational Reasoning Graph Network for Arbitrary Shape Text Detectioncited by 77
- 2023Turning a CLIP Model into a Scene Text Detectorcited by 44
5 more
- 2017Deep Direct Regression for Multi-Oriented Scene Text Detectioncited by 37
- 2021MOST: A Multi-Oriented Scene Text Detector with Localization Refinementcited by 33
- 2017Deep Matching Prior Network: Toward Tighter Multi-oriented Text Detectioncited by 31
- 2017Single Shot Text Detector with Regional Attentioncited by 31
- 2020FC2RN: A Fully Convolutional Corner Refinement Network for Accurate Multi-Oriented Scene Text Detectioncited by 10
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