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    • 1. 发明授权
    • Learning systems and methods
    • US11625805B2
    • 2023-04-11
    • US17152498
    • 2021-01-19
    • Digimarc Corporation
    • Osama M. Alattar
    • G06T1/00G06F21/16G06K9/62G06V10/24G06V20/20
    • 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.
    • 9. 发明申请
    • HIERARCHICAL WATERMARK DETECTOR
    • 分层水印探测器
    • US20150154724A1
    • 2015-06-04
    • US14546708
    • 2014-11-18
    • Digimarc Corporation
    • Osama M. AlattarAdnan M. Alattar
    • G06T1/00G06K9/00
    • G06T1/005G06K9/00744G06T2201/0051G06T2201/0061G06T2201/0065H04N1/32203H04N1/32267H04N1/32288H04N1/32352
    • 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.
    • 本发明一般涉及数字水印。 在一个实现中,我们提供了一种分层数字水印检测器方法。 该方法包括:i)在分层搜索的第一层中,对进入的可疑信号的至少一部分的块执行水印检测; ii)识别该部分中可能包括可解码数字水印的第一块; 以及iii)在所述分层搜索的第二层中,对所述第一块周围的邻域中的重叠块执行附加水印检测。 另一实施方案提供了包括缓冲器和检测器的分层水印检测器。 缓冲器存储进入信号的部分。 检测器评估存储在缓冲器中的块的水印检测标准,并且分级地放大到与满足检测标准的水印检测标准相关联的块周围的块的邻域。