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METHOD FOR CREATING IMAGE DATABASE FOR OBJECT RECOGNITION, PROCESSING DEVICE, AND PROCESSING PROGRAM

机译:创建用于对象识别,处理设备和处理程序的图像数据库的方法

摘要

Provided is a method for constructing an image database for object recognition, which includes a feature extraction step of extracting local descriptors from object images which are to be stored in an image database, a scalar quantization step of quantizing a numeric value indicating each dimension of each of the local descriptors into a predetermined number of bit digits, and a storing step of organizing each of the local descriptors after the quantization to be able to be searched for in the closest vicinity, giving to the local descriptor an identifier of the image from which the local descriptor has been extracted, and storing the local descriptor to which the identifiers are given in the image database. The storing step comprises extracting the local descriptors from the object images when a search query is given, scalar-quantizing each dimension, determining a local descriptor in the closest vicinity of each of the local descriptors from the image database, and storing each local descriptors so as to be able to identify one image by majority vote processing from the images including any determined local descriptor. The scalar quantization step comprises quantizing each dimension of each of the local descriptors into 8 bits or less. Also provided are a processing program for the method and a processing device for performing the processing.
机译:提供一种用于构造用于对象识别的图像数据库的方法,该方法包括特征提取步骤,该特征提取步骤从要存储在图像数据库中的对象图像中提取局部描述符,标量量化步骤,用于量化指示每个维的每个维度的数值。将本地描述符转换为预定数量的位数,以及存储步骤,将量化后的每个本地描述符组织为能够在最接近的附近搜索,从而向本地描述符提供图像的标识符,提取出本地描述符,并将其赋予了标识符的本地描述符存储在图像数据库中。存储步骤包括:当给出搜索查询时,从对象图像中提取局部描述符;对每个维度进行标量量化;从图像数据库中确定每个局部描述符的最接近区域中的局部描述符;以及将每个局部描述符存储为从而能够通过多数表决从包括任何确定的本地描述符的图像中识别出一幅图像。标量量化步骤包括将每个局部描述符的每个维度量化为8位或更少。还提供了用于该方法的处理程序和用于执行该处理的处理设备。

著录项

  • 公开/公告号KR101247891B1

    专利类型

  • 公开/公告日2013-03-26

    原文格式PDF

  • 申请/专利权人

    申请/专利号KR20107024566

  • 申请日2009-04-27

  • 分类号G06F17/16;G06F17/30;

  • 国家 KR

  • 入库时间 2022-08-21 16:25:30

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