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An automatic video text detection method based on BP-adaboost

机译:基于BP自适应的视频文本自动检测方法

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摘要

Video text usually provides us a lot of useful information that is important for video analysis, indexing and retrieval. However, it is still a challenging work to detect text from video images due to variation of text patterns and complexity of background. In this paper, an automatic video text detection method is proposed. Firstly, K-means is utilized to classify pixels in gradient images into text and non-text regions. Subsequently, morphological operations are performed on text regions to form connected candidate text components, followed by projection profile boundary refinement. Finally, the detection results are verified by geometry and BP-Adaboost identifications. The experimental results on our manually selected dataset and the publicly available Microsoft Asia dataset show the effectiveness and feasibility of the proposed method.
机译:视频文本通常会为我们提供许多有用的信息,这些信息对于视频分析,索引编制和检索非常重要。但是,由于文本图案的变化和背景的复杂性,从视频图像中检测文本仍然是一项艰巨的工作。本文提出了一种视频文字自动检测方法。首先,利用K均值将梯度图像中的像素分类为文本区域和非文本区域。随后,对文本区域执行形态学运算以形成连接的候选文本组件,然后进行投影轮廓边界细化。最后,通过几何形状和BP-Adaboost识别验证检测结果。在我们手动选择的数据集和可公开获得的Microsoft Asia数据集上的实验结果表明了该方法的有效性和可行性。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2016年第13期|7715-7738|共24页
  • 作者单位

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Peoples R China|Mobile Hlth Minist Educ, China Mobile Joint Lab, Changsha 410012, Hunan, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Peoples R China|Mobile Hlth Minist Educ, China Mobile Joint Lab, Changsha 410012, Hunan, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Peoples R China|Mobile Hlth Minist Educ, China Mobile Joint Lab, Changsha 410012, Hunan, Peoples R China|Cent S Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Peoples R China|Mobile Hlth Minist Educ, China Mobile Joint Lab, Changsha 410012, Hunan, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Video text detection; Morphological operations; Projection profile; BP-Adaboost;

    机译:视频文字检测;形态学操作;投影轮廓;BP-Adaboost;

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