作为连通区域描述符的局部二维模式谱

Petra Bosilj, M. Wilkinson, Ewa Kijak, S. Lefèvre
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引用次数: 9

摘要

我们验证了在任意连通区域上计算的增广二维形状-尺寸模式光谱的使用。通过将局部模式谱与归一化中心矩相结合,对简单检索系统中获得的SIFT描述子的MSER区域和竞争性能进行了评估。所建议的描述符的另一个优点是它们的大小:它们的大小是SIFT的一半,因此可以以高效的方式处理更大的数据库。本文重点介绍了从全局模式谱向局部模式谱过渡所面临的挑战。对新构造的描述符的参数和性质进行了详尽的研究,并给出了初步实验的性能结果,验证了描述符的使用。我们还考虑了所提出的局部描述符的质量和计算效率的可能改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Local 2D Pattern Spectra as Connected Region Descriptors
Abstract We validate the usage of augmented 2D shape-size pattern spectra, calculated on arbitrary connected regions. The evaluation is performed on MSER regions and competitive performance with SIFT descriptors achieved in a simple retrieval system, by combining the local pattern spectra with normalized central moments. An additional advantage of the proposed descriptors is their size: being half the size of SIFT, they can handle larger databases in a time-efficient manner. We focus in this paper on presenting the challenges faced when transitioning from global pattern spectra to the local ones. An exhaustive study on the parameters and the properties of the newly constructed descriptor is offered, as well as performance results from preliminary experiments, validating the usage of the descriptor. We also consider possible improvements to the quality and computation efficiency of the proposed local descriptors.
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