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A novel approach for salient image regions detection and description

机译:显着图像区域检测和描述的新方法

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摘要

This paper proposes a new algorithm for visual landmarks detection and description. The detection is achieved using a hierarchical grouping mechanism, which combines a color contrast measure defined between regions with internal region descriptors and with attributes of the shared boundary. This detector reliably finds the same salient regions under different viewing conditions. Then, geometrically and photometrically normalized regions are characterized by a kernel-based descriptor. This descriptor is rotation-invariant and robust against noise. Several tests are conducted in order to compare the proposed approach with other similar approaches. Experimental results prove that the performance of our proposal is high in terms of computational consuming and visual landmark detection and description abilities.
机译:提出了一种新的视觉标志检测与描述算法。使用分层分组机制实现检测,该机制将区域之间定义的颜色对比度量与内部区域描述符和共享边界的属性结合在一起。该检测器可以在不同的观察条件下可靠地找到相同的显着区域。然后,通过基于核的描述符来表征几何和光度归一化区域。该描述符是旋转不变的,并且抗噪声。为了将建议的方法与其他类似方法进行比较,进行了一些测试。实验结果证明我们的建议在计算量和视觉界标检测和描述能力方面具有很高的性能。

著录项

  • 来源
    《Pattern recognition letters》 |2009年第16期|1464-1476|共13页
  • 作者单位

    Grupo ISIS, Dpto, Tecnologia Electronica, E.T.S.I. Telecomunicacion, Universidad de Malaga, Campus de Teatinos s, 29071 Malaga, Spain;

    Grupo ISIS, Dpto, Tecnologia Electronica, E.T.S.I. Telecomunicacion, Universidad de Malaga, Campus de Teatinos s, 29071 Malaga, Spain;

    Department Tecnologia de los Computadores y las Comunicaciones, Universidad de Extremadura, Plaza de Caldereros s, 10071 Caceres, Spain;

    Grupo ISIS, Dpto, Tecnologia Electronica, E.T.S.I. Telecomunicacion, Universidad de Malaga, Campus de Teatinos s, 29071 Malaga, Spain;

    Grupo ISIS, Dpto, Tecnologia Electronica, E.T.S.I. Telecomunicacion, Universidad de Malaga, Campus de Teatinos s, 29071 Malaga, Spain;

  • 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

    visual landmarks; irregular pyramids; salient image regions detection; kernel-based description;

    机译:视觉地标;不规则金字塔显着图像区域检测;基于内核的描述;

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