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Text Detection Using Multi-Stage Region Proposal Network Sensitive to Text Scale †
Recently, attention has surged concerning intelligent sensors using text detection. However, there are challenges in detecting small texts. To solve this problem, we propose a novel text detection CNN (convolutional neural network) architecture sensitive to text scale. We extract multi-resolution fe...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7916250/ https://www.ncbi.nlm.nih.gov/pubmed/33572435 http://dx.doi.org/10.3390/s21041232 |
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author | Nagaoka, Yoshito Miyazaki, Tomo Sugaya, Yoshihiro Omachi, Shinichiro |
author_facet | Nagaoka, Yoshito Miyazaki, Tomo Sugaya, Yoshihiro Omachi, Shinichiro |
author_sort | Nagaoka, Yoshito |
collection | PubMed |
description | Recently, attention has surged concerning intelligent sensors using text detection. However, there are challenges in detecting small texts. To solve this problem, we propose a novel text detection CNN (convolutional neural network) architecture sensitive to text scale. We extract multi-resolution feature maps in multi-stage convolution layers that have been employed to prevent losing information and maintain the feature size. In addition, we developed the CNN considering the receptive field size to generate proposal stages. The experimental results show the importance of the receptive field size. |
format | Online Article Text |
id | pubmed-7916250 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-79162502021-03-01 Text Detection Using Multi-Stage Region Proposal Network Sensitive to Text Scale † Nagaoka, Yoshito Miyazaki, Tomo Sugaya, Yoshihiro Omachi, Shinichiro Sensors (Basel) Article Recently, attention has surged concerning intelligent sensors using text detection. However, there are challenges in detecting small texts. To solve this problem, we propose a novel text detection CNN (convolutional neural network) architecture sensitive to text scale. We extract multi-resolution feature maps in multi-stage convolution layers that have been employed to prevent losing information and maintain the feature size. In addition, we developed the CNN considering the receptive field size to generate proposal stages. The experimental results show the importance of the receptive field size. MDPI 2021-02-09 /pmc/articles/PMC7916250/ /pubmed/33572435 http://dx.doi.org/10.3390/s21041232 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Nagaoka, Yoshito Miyazaki, Tomo Sugaya, Yoshihiro Omachi, Shinichiro Text Detection Using Multi-Stage Region Proposal Network Sensitive to Text Scale † |
title | Text Detection Using Multi-Stage Region Proposal Network Sensitive to Text Scale † |
title_full | Text Detection Using Multi-Stage Region Proposal Network Sensitive to Text Scale † |
title_fullStr | Text Detection Using Multi-Stage Region Proposal Network Sensitive to Text Scale † |
title_full_unstemmed | Text Detection Using Multi-Stage Region Proposal Network Sensitive to Text Scale † |
title_short | Text Detection Using Multi-Stage Region Proposal Network Sensitive to Text Scale † |
title_sort | text detection using multi-stage region proposal network sensitive to text scale † |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7916250/ https://www.ncbi.nlm.nih.gov/pubmed/33572435 http://dx.doi.org/10.3390/s21041232 |
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