Learning systems and methods
    33.
    发明授权

    公开(公告)号:US10902539B2

    公开(公告)日:2021-01-26

    申请号:US15446811

    申请日:2017-03-01

    Abstract: A sequence of images depicting an object is captured, e.g., by a camera at a point-of-sale terminal in a retail store. The object is identified, such as by a barcode or watermark that is detected from one or more of the images. Once the object's identity is known, such information is used in training a classifier (e.g., a machine learning system) to recognize the object from others of the captured images, including images that may be degraded by blur, inferior lighting, etc. In another arrangement, such degraded images are processed to identify feature points useful in fingerprint-based identification of the object. Feature points extracted from such degraded imagery aid in fingerprint-based recognition of objects under real life circumstances, as contrasted with feature points extracted from pristine imagery (e.g., digital files containing label artwork for such objects). A great variety of other features and arrangements—some involving designing classifiers so as to combat classifier copying—are also detailed.

    Learning systems and methods
    35.
    发明授权
    Learning systems and methods 有权
    学习系统和方法

    公开(公告)号:US09594983B2

    公开(公告)日:2017-03-14

    申请号:US14449821

    申请日:2014-08-01

    Abstract: A sequence of images depicting an object is captured, e.g., by a camera at a point-of-sale terminal in a retail store. The object is identified, such as by a barcode or watermark that is detected from one or more of the images. Once the object's identity is known, such information is used in training a classifier (e.g., a machine learning system) to recognize the object from others of the captured images, including images that may be degraded by blur, inferior lighting, etc. In another arrangement, such degraded images are processed to identify feature points useful in fingerprint-based identification of the object. Feature points extracted from such degraded imagery aid in fingerprint-based recognition of objects under real life circumstances, as contrasted with feature points extracted from pristine imagery (e.g., digital files containing label artwork for such objects). A great variety of other features and arrangements—some involving designing classifiers so as to combat classifier copying—are also detailed.

    Abstract translation: 描绘对象的图像序列例如通过零售商店中的销售点终端处的相机被捕获。 识别对象,例如通过从一个或多个图像检测到的条形码或水印。 一旦对象的身份被知道,这样的信息被用于训练分类器(例如,机器学习系统)以从其他捕获的图像识别对象,包括可能由于模糊,劣质照明等而降级的图像。在另一个 处理这种退化的图像以识别在对象的基于指纹的识别中有用的特征点。 从这种退化的图像提取的特征点有助于在现实生活环境下的对象的基于指纹的识别,与从原始图像提取的特征点(例如,包含用于这些对象的标签图案的数字文件)相反。 其他各种功能和布置也有所不同,其中一些涉及设计分类器,以防止分类器复制。

    HIERARCHICAL WATERMARK DETECTOR
    36.
    发明申请
    HIERARCHICAL WATERMARK DETECTOR 审中-公开
    分层水印探测器

    公开(公告)号:US20170039669A1

    公开(公告)日:2017-02-09

    申请号:US15232388

    申请日:2016-08-09

    Abstract: The present invention relates generally to digital watermarking. One aspect of the disclosure includes a method comprising: obtaining data representing imagery; using one or more configured processors, analyzing a plurality of portions of the data to detect a watermark orientation component, said analyzing employing a match filter, in which the match filter yields a correlation value for each of the plurality of portions; determining a first portion from the plurality of portions that comprises a correlation value meeting a predetermined value; and directing a watermark decoder at the first portion to decode a plural-bit watermark payload, in which the watermark decoder produces a watermark signature for the first portion, and in which the watermark decoder searches a plurality of areas at or around the first portion to decode the plural-bit watermark payload. Of course, many other aspects and disclosure are provided in this patent document.

    Abstract translation: 本发明一般涉及数字水印。 本公开的一个方面包括一种方法,包括:获得表示图像的数据; 使用一个或多个配置的处理器,分析数据的多个部分以检测水印定向分量,所述分析采用匹配滤波器,其中匹配滤波器产生多个部分中的每一个的相关值; 从所述多个部分确定包括满足预定值的相关值的第一部分; 以及在第一部分引导水印解码器来解码多位水印有效负载,其中水印解码器产生第一部分的水印签名,并且其中水印解码器搜索第一部分处或周围的多个区域 解码多位水印有效载荷。 当然,在该专利文献中提供了许多其它方面和公开。

    Hierarchical watermark detector
    37.
    发明授权

    公开(公告)号:US09412144B2

    公开(公告)日:2016-08-09

    申请号:US14546708

    申请日:2014-11-18

    Abstract: The present invention relates generally to digital watermarking. In one implementation, we provide a hierarchical digital watermark detector method. The method includes: i) in a first layer of a hierarchical search, performing watermark detection on blocks of at least a portion of an incoming suspect signal; ii) identifying a first block in the portion that is likely to include a decodable digital watermark; and iii) in a second layer of the hierarchical search, performing additional watermark detection on overlapping blocks in a neighborhood around the first block. Another implementation provides a hierarchical watermark detector including a buffer and a detector. The buffer stores portions of an incoming signal. The detector evaluates watermark detection criteria for blocks stored in the buffer, and hierarchically zooms into a neighborhood of blocks around a block associated with watermark detection criteria that satisfies detection criteria.

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