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Robust tongue segmentation by fusing region-based and edge-based approaches

机译:通过融合基于区域和基于边缘的方法进行稳健的舌头分割

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摘要

A tongue diagnosis system can offer significant information for health condition. To ensure the feasibility and reliability of tongue diagnosis, a robust and accurate tongue segmentation method is a prerequisite. However, both of the common segmentation methods (edge-based or region-based) have respective limitations so that satisfactory results especially for medical use are often out of reach. In this paper, we proposed a robust tongue segmentation method by fusing region-based and edge-based approaches. Before segmentation, ROI (region of interest), which will be used as input for the subsequent segmentation, was extracted by a novel way. Next, we merged adjacent regions utilizing the histogram-based color similarity criterion to get a rough tongue contour. It is essentially a region-based method and hence the results are less sensitive to cracks and fissures on surface of the tongue. Then, we adopted a fast marching method to connect four detected reliable points together to get a close curve, which is based on edge features. Contour obtained by region-based approach was utilized to act as a mask during fast marching process (edge-based) and the mask added limits so that the ultimate contour will be more robust. Qualitative and quantitative comparisons show that the proposed method is superior to the other methods for the segmentation of tongue body in terms of robustness and accuracy. (C) 2015 Elsevier Ltd. All rights reserved.
机译:舌头诊断系统可以为健康状况提供重要信息。为了确保舌头诊断的可行性和可靠性,强大而准确的舌头分割方法是前提。但是,两种常见的分割方法(基于边缘的或基于区域的)都有各自的局限性,因此,尤其是对于医学用途而言,令人满意的结果通常难以企及。在本文中,我们通过融合基于区域和基于边缘的方法提出了一种鲁棒的舌头分割方法。在分割之前,通过一种新颖的方法提取了ROI(感兴趣区域),该ROI将用作后续分割的输入。接下来,我们利用基于直方图的颜色相似性准则合并相邻区域,以获得大致的舌头轮廓。它本质上是基于区域的方法,因此结果对舌头表面的裂缝和裂痕不太敏感。然后,我们采用快速行进方法将四个检测到的可靠点连接在一起,以获得一条基于边缘特征的闭合曲线。通过基于区域的方法获得的轮廓被用作快速行进过程(基于边缘)中的蒙版,并且蒙版增加了限制,因此最终轮廓将更加坚固。定性和定量比较表明,该方法在鲁棒性和准确性方面优于其他方法。 (C)2015 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Expert Systems with Application》 |2015年第21期|8027-8038|共12页
  • 作者

    Wu Kebin; Zhang David;

  • 作者单位

    Tsinghua Univ, Grad Sch Shenzhen, Dept Elect Engn, Beijing 100084, Peoples R China;

    Hong Kong Polytech Univ, Biometr Res Ctr, Kowloon, Hong Kong, Peoples R China|Hong Kong Polytech Univ, Dept Comp, Kowloon, Hong Kong, Peoples R China;

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

    Tongue segmentation; ROI; Region-based; Edge-based; Fusion;

    机译:舌分割;ROI;基于区域;基于边缘;融合;

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