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Wang Yanzhao, Gu Xiaodong. Using of Attention for Scene Text Detection[J]. Journal of Computer-Aided Design & Computer Graphics, 2021, 33(12): 1908-1915. DOI: 10.3724/SP.J.1089.2021.18700
Citation: Wang Yanzhao, Gu Xiaodong. Using of Attention for Scene Text Detection[J]. Journal of Computer-Aided Design & Computer Graphics, 2021, 33(12): 1908-1915. DOI: 10.3724/SP.J.1089.2021.18700

Using of Attention for Scene Text Detection

  • In view of the issue that current mainstream segmentation-based text detection methods is difficult to achieve high detection speed due to complex post-processing to ensure detection accuracy,a scene text detec-tion method is proposed which applies pyramid attention network and position attention module.First,it adopts pyramid attention network to perform feature extraction and semantic segmentation.Meanwhile,it adopts po-sition attention module in high-level features,which strengthens the weights of similar objects in the image to enhance the effect of text detection.Finally,it adopts a simple and effective post-processing algorithm to in-crease detection speed under the premise of high detection accuracy.Experimental results show that in To-tal-text datasets,using light-weight backbone network,the method has great advantages on detection speed,and while using deeper backbone network,the method achieves the state of the art result and has a 2.0%lead on detection accuracy.
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