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New newborn jaundice monitoring scheme based on combination of pre-processing and color detection method

机译:基于预处理和颜色检测方法相结合的新生儿黄疸监测新方案

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摘要

Newborn jaundice is an apparent yellowing of the sclera or yellowish skin in newborn infants. This symptom is caused by a yellow pigment known as bilirubin. A high level of bilirubin in the infant is referred to as hyperbilirubinemia. Significant complications can occur if significantly increased bilirubin levels are not treated promptly. Severe hyperbilirubinemia can be caused by dehydration, lack of adequate nutritional intake, extravasation of blood, cephalohematoma, contusions and asphyxia, and may potentially cause kernicterus. Because many of these problems affect newborns, they may require critical care from specialty medical disciplines. Thus, in this paper we proudly proposed a Combination of pre-processing and the skin color detection method to detect jaundiced infants. Few statistical features are derived from the texture images and used as features to quantify infant image textures. Finally, a k-NN is employed as classifier for discriminating infant image textures. The experimental results reveal that the proposed method can act as a supplement to support earlier detection and more effective treatment due to improved jaundice recognition.
机译:新生儿黄疸是新生儿巩膜明显发黄或皮肤发黄。这种症状是由一种称为胆红素的黄色色素引起的。婴儿中高水平的胆红素被称为高胆红素血症。如果不及时治疗显着增加胆红素水平,可能会发生重大并发症。脱水,缺乏足够的营养摄入,血液外溢,头颅血肿,挫伤和窒息可引起严重的高胆红素血症,并可能引起角膜结石。由于这些问题中有许多会影响新生儿,因此可能需要专业医学学科的重症监护。因此,在本文中,我们自豪地提出了一种结合预处理和肤色检测方法来检测黄疸型婴儿的方法。很少有统计特征是从纹理图像中得出的,并可用作量化婴儿图像纹理的特征。最后,采用k-NN作为分类器来区分婴儿图像纹理。实验结果表明,由于改善了黄疸识别,该方法可作为补充,以支持早期检测和更有效的治疗。

著录项

  • 来源
    《Neurocomputing》 |2013年第23期|258-261|共4页
  • 作者单位

    Intelligent Signal Processing Group (ISP), University Malaysia Perlis, Nos. 70 and 71, Bolok B, Jalan Kangar, Alor Setar, 01000 Kangar, Peril's, Malaysia;

    Intelligent Signal Processing Group (ISP), University Malaysia Perlis, Nos. 70 and 71, Bolok B, Jalan Kangar, Alor Setar, 01000 Kangar, Peril's, Malaysia;

    Intelligent Signal Processing Group (ISP), University Malaysia Perlis, Nos. 70 and 71, Bolok B, Jalan Kangar, Alor Setar, 01000 Kangar, Peril's, Malaysia;

    Intelligent Signal Processing Group (ISP), University Malaysia Perlis, Nos. 70 and 71, Bolok B, Jalan Kangar, Alor Setar, 01000 Kangar, Peril's, Malaysia;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Jaundice infant; Image pre-processing; Color detection;

    机译:黄疸婴儿图像预处理;颜色检测;

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