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    • 1. 发明授权
    • Ordering image search results
    • 订购图像搜索结果
    • US08566331B1
    • 2013-10-22
    • US13532221
    • 2012-06-25
    • Michele CovellYushi JingJingbin WangCharles J. RosenbergSarah Moussa
    • Michele CovellYushi JingJingbin WangCharles J. RosenbergSarah Moussa
    • G06F17/30
    • G06F17/30247G06F17/30265G06F17/30864
    • Methods, systems, and apparatus, including computer program products, for ranking images are disclosed. An image search subsystem generates an adjustment factor representative of a quality measure of an image relative to a search query. The quality represents a relevance of the image to the query. The adjustment factor can be computed based on relevance data for the image to the query and image similarity data representing a relative similarity between the image and other images relevant to the query. The relevance data can be based on user actions in response to the image being included in search results for the query. The adjustment factor can be scaled based on whether the relevance data and the image similarity data both indicate that the image is relevant to the search query. A relevance score is computed based on the adjustment factor (e.g., a product of the adjustment factor and relevance score).
    • 公开了用于对图像排序的方法,系统和装置,包括计算机程序产品。 图像搜索子系统生成表示相对于搜索查询的图像的质量度量的调整因子。 质量表示图像与查询的相关性。 调整因子可以基于图像与查询的相关性数据计算,图像相似度数据表示图像和与查询相关的其他图像之间的相对相似度。 相关数据可以基于响应于图像被包括在查询的搜索结果中的用户动作。 可以基于相关性数据和图像相似性数据是否都指示图像与搜索查询相关来来调整调整因子。 基于调整因子(例如,调整因子和相关性得分的乘积)来计算相关性得分。
    • 5. 发明授权
    • Ordering image search results
    • 订购图像搜索结果
    • US08209330B1
    • 2012-06-26
    • US12475006
    • 2009-05-29
    • Michele CovellYushi JingJingbin WangCharles RosenbergSarah Moussa
    • Michele CovellYushi JingJingbin WangCharles RosenbergSarah Moussa
    • G06F7/00
    • G06F17/30247G06F17/30265G06F17/30864
    • Methods, systems, and apparatus, including computer program products, for ranking images are disclosed. An image search subsystem generates an adjustment factor representative of a quality measure of an image relative to a search query. The quality represents a relevance of the image to the query. The adjustment factor can be computed based on relevance data for the image to the query and image similarity data representing a relative similarity between the image and other images relevant to the query. The relevance data can be based on user actions in response to the image being included in search results for the query. The adjustment factor can be scaled based on whether the relevance data and the image similarity data both indicate that the image is relevant to the search query. A relevance score is computed based on the adjustment factor (e.g., a product of the adjustment factor and relevance score).
    • 公开了用于对图像排序的方法,系统和装置,包括计算机程序产品。 图像搜索子系统生成表示相对于搜索查询的图像的质量度量的调整因子。 质量表示图像与查询的相关性。 调整因子可以基于图像与查询的相关性数据计算,图像相似度数据表示图像和与查询相关的其他图像之间的相对相似度。 相关数据可以基于响应于用于查询的搜索结果中包括的图像的用户动作。 可以基于相关性数据和图像相似性数据是否都指示图像与搜索查询相关来来调整调整因子。 基于调整因子(例如,调整因子和相关性得分的乘积)来计算相关性得分。
    • 8. 发明授权
    • Query image search
    • 查询图像搜索
    • US09053115B1
    • 2015-06-09
    • US13592850
    • 2012-08-23
    • Charles J. RosenbergJingbin WangSarah MoussaErik Murphy-ChutorianAndrea FromeYoram SingerRadhika Malpani
    • Charles J. RosenbergJingbin WangSarah MoussaErik Murphy-ChutorianAndrea FromeYoram SingerRadhika Malpani
    • G06F17/30
    • G06F17/301G06F17/30247G06F17/30268
    • Methods, systems and apparatus for identifying result images for a query image. One or more labels that are associated with the query image are obtained. Candidate images matching the query labels are identified. Visual similarity scores are generated for the candidate images. Each visual similarity score represents the visual similarity of a respective candidate image to the query image. Relevance scores are generated for each of the candidate images based on the visual similarity scores. Each relevance score represents a measure of relevance of the respective candidate images to the query image. The candidate images are ranked based on the relevance scores, a highest ranking subset of the candidate images being identified as result images and referenced by image search results. The result images can be candidate images that satisfy a similarity condition relative to the query image and other result images.
    • 用于识别查询图像的结果图像的方法,系统和装置。 获得与查询图像相关联的一个或多个标签。 识别符合查询标签的候选图像。 为候选图像生成视觉相似性分数。 每个视觉相似性分数表示相应候选图像与查询图像的视觉相似度。 基于视觉相似性得分,针对每个候选图像生成相关性分数。 每个相关性分数表示各个候选图像与查询图像的相关度的度量。 候选图像基于相关性分数进行排序,候选图像的最高排名子集被识别为结果图像并且由图像搜索结果引用。 结果图像可以是满足相对于查询图像和其他结果图像的相似性条件的候选图像。
    • 9. 发明授权
    • Query image search
    • 查询图像搜索
    • US09031960B1
    • 2015-05-12
    • US13438945
    • 2012-04-04
    • Jingbin WangAnelia AngelovaCharles J. Rosenberg
    • Jingbin WangAnelia AngelovaCharles J. Rosenberg
    • G06F17/30
    • G06F17/30864G06F17/3025G06F17/30386
    • In general, in one aspect, a method includes receiving, by the one or more processors, from a client device, data specifying a query image, requesting, by the one or more processors, text labels responsive to the query image from a database of text labels associated with images, in response to no zero text labels that meet a threshold being returned for the request, sending, by the one or more processors, request data to the client device that causes the client device to display a prompt to enter a textual search query, receiving, in response to the request data, a textual search query from the client device, and in the database of text labels associated with images, associating, by the one or more processors, the textual search query with the query image. This and other embodiments of this aspect can include corresponding systems, apparatus, and computer program products.
    • 通常,在一个方面,一种方法包括由一个或多个处理器从客户端设备接收指定查询图像的数据,由一个或多个处理器请求响应于来自数据库的查询图像的文本标签 与图像相关联的文本标签,响应于没有零个文本标签满足针对请求返回的阈值,由一个或多个处理器发送请求数据到客户端设备,导致客户端设备显示提示进入 文本搜索查询,响应于请求数据,从客户端设备接收文本搜索查询,并在数据库中接收与图像相关联的文本标签,由一个或多个处理器将文本搜索查询与查询图像相关联 。 该方面的这个和其它实施例可以包括相应的系统,装置和计算机程序产品。
    • 10. 发明授权
    • Query image search
    • 查询图像搜索
    • US09002831B1
    • 2015-04-07
    • US13438934
    • 2012-04-04
    • Sean O'MalleyJingbin WangAnelia AngelovaCharles J. RosenbergHenrik C. Stewenius
    • Sean O'MalleyJingbin WangAnelia AngelovaCharles J. RosenbergHenrik C. Stewenius
    • G06F17/30
    • G06F17/30864G06F17/3025G06F17/30386
    • In general, in one aspect, a method includes receiving, by one or more processors, a query image, obtaining, by the one or more processors, search results responsive to the query image, each search result identifying a corresponding web page containing an image that is determined to be responsive to the query image, the search results being ordered in a first arrangement, obtaining, by the one or more processors, text labels associated with the query image, and generating, by the one or more processors a second arrangement of the search results by ordering the search results based on a presence in the respective corresponding web pages of one or more of the text labels associated with the query image. This and other implementations of this aspect can include corresponding systems, apparatus, and computer program products.
    • 一般来说,一方面,一种方法包括:由一个或多个处理器接收查询图像,由一个或多个处理器获得响应于查询图像的搜索结果,每个搜索结果标识包含图像的相应网页 确定为响应于查询图像,搜索结果以第一布置排序,由一个或多个处理器获取与查询图像相关联的文本标签,并且由一个或多个处理器生成第二布置 通过基于与查询图像相关联的一个或多个文本标签的相应相应网页中的存在来排序搜索结果。 该方面的这个和其他实现可以包括相应的系统,装置和计算机程序产品。