TIIS (한국인터넷정보학회)
Current Result Document :
| 한글제목(Korean Title) |
Representative Batch Normalization for Scene Text Recognition |
| 영문제목(English Title) |
Representative Batch Normalization for Scene Text Recognition |
| 저자(Author) |
Yajie Sun
Xiaoling Cao
Yingying Sun
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| 원문수록처(Citation) |
VOL 16 NO. 07 PP. 2390 ~ 2406 (2022. 07) |
한글내용
(Korean Abstract) |
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영문내용
(English Abstract) |
Scene text recognition has important application value and attracted the interest of plenty of researchers. At present, many methods have achieved good results, but most of the existing approaches attempt to improve the performance of scene text recognition from the image level. They have a good effect on reading regular scene texts. However, there are still many obstacles to recognizing text on low-quality images such as curved, occlusion, and blur. This exacerbates the difficulty of feature extraction because the image quality is uneven. In addition, the results of model testing are highly dependent on training data, so there is still room for improvement in scene text recognition methods. In this work, we present a natural scene text recognizer to improve the recognition performance from the feature level, which contains feature representation and feature enhancement. In terms of feature representation, we propose an efficient feature extractor combined with Representative Batch Normalization and ResNet. It reduces the dependence of the model on training data and improves the feature representation ability of different instances. In terms of feature enhancement, we use a feature enhancement network to expand the receptive field of feature maps, so that feature maps contain rich feature information. Enhanced feature representation capability helps to improve the recognition performance of the model. We conducted experiments on 7 benchmarks, which shows that this method is highly competitive in recognizing both regular and irregular texts. The method achieved top1 recognition accuracy on four benchmarks of IC03, IC13, IC15, and SVTP. |
| 키워드(Keyword) |
Scene text recognition
Deep Learning
Representative Batch Normalization
feature representation
Feature enhancement
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| 파일첨부 |
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