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    • 9. 发明授权
    • Propagating relevance from labeled documents to unlabeled documents
    • 从标签文档到未标记的文档传播相关性
    • US08019763B2
    • 2011-09-13
    • US11364807
    • 2006-02-27
    • Jue WangMingjing LiWei-Ying MaZhiwei Li
    • Jue WangMingjing LiWei-Ying MaZhiwei Li
    • G07F17/30G07F7/00
    • G06F17/30864
    • A method and system for propagating the relevance of labeled documents to a query to unlabeled documents is provided. The propagation system provides training data that includes queries, documents labeled with their relevance to the queries, and unlabeled documents. The propagation system then calculates the similarity between pairs of documents in the training data. The propagation system then propagates the relevance of the labeled documents to similar, but unlabeled, documents. The propagation system may iteratively propagate labels of the documents until the labels converge on a solution. The training data with the propagated relevances can then be used to train a ranking function.
    • 提供了一种用于将标记的文档的相关性传播到未标记文档的查询的方法和系统。 传播系统提供包括查询,标记为与查询相关的文档以及未标记的文档的培训数据。 传播系统然后计算训练数据中文档对之间的相似度。 传播系统然后将标记的文档的相关性传播到类似但未标记的文档。 传播系统可以迭代地传播文档的标签,直到标签收敛在解决方案上。 然后可以使用具有传播相关性的训练数据来训练排序功能。
    • 10. 发明授权
    • Extracting dominant colors from images using classification techniques
    • 使用分类技术从图像中提取主色
    • US07809185B2
    • 2010-10-05
    • US11533953
    • 2006-09-21
    • Mingjing LiWei-Ying MaZhiwei LiYuanhao Chen
    • Mingjing LiWei-Ying MaZhiwei LiYuanhao Chen
    • G06K9/62
    • G06K9/4652G06T7/90G06T2207/10024G06T2207/20081
    • A method and system for generating a detector to detect a dominant color of an image is provided. A dominant color system trains a detector to classify colors as being dominant colors of images. The dominant color system trains the detector using a collection of training images. To train the detector, the dominant color system first identifies candidate dominant colors of the training images. The dominant color system then extracts features of the candidate dominant colors. The dominant color system also inputs an indication of dominance of each of the candidate dominant colors. The dominant color system then trains a detector to detect the dominant color of images using the extracted features and indications of dominance of the candidate dominant colors as training data.
    • 提供了一种用于生成用于检测图像的主要颜色的检测器的方法和系统。 主色系统训练检测器将颜色分类为图像的主要颜色。 主要颜色系统使用训练图像的集合训练检测器。 为了训练检测器,主要颜色系统首先识别训练图像的候选主色。 主要颜色系统然后提取候选主色的特征。 主要颜色系统还输入每种候选主色的优势指示。 主要颜色系统然后训练检测器以使用提取的特征和候选主色优势的指示作为训练数据来检测图像的主要颜色。