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Method for recognition and pose estimation of multiple occurrences of multiple objects in visual images

机译:视觉图像中多个物体多次出现的识别和姿态估计方法

摘要

Described is a system for multiple-object recognition in visual images. The system is configured to receive an input test image comprising at least one object. Keypoints representing the object are extracted using a local feature algorithm. The keypoints from the input test image are matched with keypoints from at least one training image stored in a training database, resulting in a set of matching keypoints. A clustering algorithm is applied to the set of matching keypoints to detect inliers among the set of matching keypoints. The inliers and neighboring keypoints in a vicinity of the inliers are removed from the input test image. An object label and an object boundary for the object are generated, and the object in the input test image is identified and segmented. Also described is a method and computer program product for multiple-object recognition in visual images.
机译:描述了一种用于视觉图像中的多目标识别的系统。该系统被配置为接收包括至少一个对象的输入测试图像。使用局部特征算法提取代表对象的关键点。将来自输入测试图像的关键点与来自存储在训练数据库中的至少一个训练图像的关键点进行匹配,从而得到一组匹配的关键点。将聚类算法应用于匹配关键点的集合以检测匹配关键点的集合中的inlier。从输入的测试图像中删除附近区域的附近区域和附近关键点。生成对象标签和该对象的对象边界,并识别和分割输入测试图像中的对象。还描述了一种用于视觉图像中的多目标识别的方法和计算机程序产品。

著录项

  • 公开/公告号US8837839B1

    专利类型

  • 公开/公告日2014-09-16

    原文格式PDF

  • 申请/专利权人 DAVID J. HUBER;DEEPAK KHOSLA;

    申请/专利号US20100938722

  • 发明设计人 DAVID J. HUBER;DEEPAK KHOSLA;

    申请日2010-11-03

  • 分类号G06K9/62;G06K9/36;G06K9/64;G06K9/32;

  • 国家 US

  • 入库时间 2022-08-21 16:05:03

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