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Method and system for image analysis based upon correlation relationships of sub-arrays of a descriptor array

机译:基于描述符数组子数组相关关系的图像分析方法和系统

摘要

A method for processing an image, including: identifying a group of keypoints in the image; for each keypoint, calculating a corresponding descriptor array including plural array elements, each array element storing values taken by a corresponding color gradient histogram of a respective sub-region of the image in the neighborhood of the keypoint; for each keypoint, subdividing the descriptor array in at least two sub-arrays each including a respective number of elements of the descriptor array, and generating a compressed descriptor array including a corresponding compressed sub-array for each of the at least two sub-arrays, each compressed sub-array obtained by compressing the corresponding sub-array by vector quantization using a respective codebook; exploiting the compressed descriptor arrays of the keypoints for image analysis. For each keypoint of the group, the subdividing is based on correlation relationships among color gradient histograms with values stored in the elements of the descriptor array of each keypoint.
机译:一种处理图像的方法,包括:识别图像中的一组关键点;对于每个关键点,计算包括多个数组元素的对应描述符数组,每个数组元素存储由该关键点附近的图像的各个子区域的对应颜色梯度直方图获取的值;对于每个关键点,将描述符数组细分为至少两个子数组,每个子数组分别包括描述符数组的相应数量的元素,并为至少两个子数组中的每一个生成压缩描述符数组,该压缩描述符数组包括相应的压缩子数组,通过使用各自的码本通过矢量量化对相应的子阵列进行压缩而获得的每个压缩的子阵列;利用关键点的压缩描述符数组进行图像分析。对于该组中的每个关键点,细分都是基于颜色梯度直方图与存储在每个关键点描述符数组元素中的值之间的相关关系。

著录项

  • 公开/公告号US9412037B2

    专利类型

  • 公开/公告日2016-08-09

    原文格式PDF

  • 申请/专利权人 TELECOM ITALIA S.P.A.;

    申请/专利号US201214370133

  • 申请日2012-10-12

  • 分类号G06K9/00;G06K9/46;G06F17/30;G06K9/62;

  • 国家 US

  • 入库时间 2022-08-21 14:28:40

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