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Object detection based on joint feature extraction

机译:基于联合特征提取的目标检测

摘要

In implementations of the subject matter described herein, a solution for object detection is proposed. First, a feature(s) is extracted from an image and used to identify a candidate object region in the image. Then another feature(s) is extracted from the identified candidate object region. Based on the features extracted in these two stages, a target object region in the image and a confidence for the target object region are determined. In this way, the features that characterize the image from the whole scale and a local scale are both taken into consideration in object recognition, thereby improving accuracy of the object detection.
机译:在本文描述的主题的实施方式中,提出了一种用于物体检测的解决方案。首先,从图像中提取特征,并将其用于识别图像中的候选对象区域。然后,从识别出的候选对象区域中提取另一个特征。基于在这两个阶段中提取的特征,确定图像中的目标对象区域和目标对象区域的置信度。以此方式,在对象识别中考虑了从整体尺度和局部尺度表征图像的特征,从而提高了对象检测的准确性。

著录项

  • 公开/公告号US10467459B2

    专利类型

  • 公开/公告日2019-11-05

    原文格式PDF

  • 申请/专利权人 MICROSOFT TECHNOLOGY LICENSING LLC;

    申请/专利号US201615261761

  • 发明设计人 DONG CHEN;FANG WEN;GANG HUA;

    申请日2016-09-09

  • 分类号G06K9;G06K9/46;G06K9/62;

  • 国家 US

  • 入库时间 2022-08-21 12:13:58

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