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    SEARCH WITH JOINT IMAGE-AUDIO QUERIES
    1.
    发明申请
    SEARCH WITH JOINT IMAGE-AUDIO QUERIES 审中-公开
    搜索联合图像音频查询

    公开(公告)号：WO2012058577A1

    公开(公告)日：2012-05-03

    申请号：PCT/US2011/058362

    申请日：2011-10-28

    Applicant: GOOGLE INC. ,  MAKADIA, Ameesh ,  WESTON, Jason E.

    Inventor： MAKADIA, Ameesh ,  WESTON, Jason E.

    IPC: G06F17/30

    CPC classification number: G06F17/30029 ,  G06F17/30026 ,  G06F17/30047 ,  G06F17/3005

    Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for processing joint image-audio queries. In one aspect, a method includes receiving, from a client device, a joint image-audio query including query image data and query audio data. Query image feature data is determined from the query image data. Query audio feature data is determined from the audio data. The query image feature data and the query audio feature data are provided to a joint image-audio relevance model trained to generate relevance scores for a plurality of resources, each resource including resource image data defining a resource image for the resource and text data defining resource text for the resource. Each relevance score is a measure of the relevance of corresponding resource to the joint image-audio query. Data defining search results indicating the order of the resources is provided to the client device.

    Abstract translation: 方法，系统和装置，包括在计算机存储介质上编码的计算机程序，用于处理联合图像 - 音频查询。 一方面，一种方法包括从客户端设备接收包括查询图像数据和查询音频数据的联合图像音频查询。 从查询图像数据确定查询图像特征数据。 从音频数据确定查询音频特征数据。 将查询图像特征数据和查询音频特征数据提供给被训练为生成多个资源的相关性分数的联合图像 - 音频相关性模型，每个资源包括定义资源的资源图像的资源图像数据和定义资源的文本数据 资源的文本。 每个相关性分数是对应资源与联合图像 - 音频查询的相关性的度量。 将指示资源顺序的搜索结果的数据提供给客户端设备。

    ANNOTATING IMAGES
    2.
    发明申请
    ANNOTATING IMAGES 审中-公开

    公开(公告)号：WO2009154861A9

    公开(公告)日：2009-12-23

    申请号：PCT/US2009/040975

    申请日：2009-04-17

    Applicant: GOOGLE INC. ,  MAKADIA, Ameesh ,  KUMAR, Sanjiv

    Inventor： MAKADIA, Ameesh ,  KUMAR, Sanjiv

    Abstract: Methods, systems, and apparatus, including computer program products, for generating data for annotating images automatically. In one aspect, a method includes receiving an input image, identifying one or more nearest neighbor images of the input image from among a collection of images, in which each of the one or more nearest neighbor images is associated with a respective one or more image labels, assigning a plurality of image labels to the input image, in which the plurality of image labels are selected from the image labels associated with the one or more nearest neighbor images, and storing in a data repository the input image having the assigned plurality of image labels. In another aspect, a method includes assigning a single image label to the input image, in which the single image label is selected from labels associated with multiple ranked nearest neighbor images.

    VIDEO CONTENT ANALYSIS FOR AUTOMATIC DEMOGRAPHICS RECOGNITION OF USERS AND VIDEOS
    4.
    发明申请
    VIDEO CONTENT ANALYSIS FOR AUTOMATIC DEMOGRAPHICS RECOGNITION OF USERS AND VIDEOS 审中-公开
    视频内容分析用于自动人脸识别用户和视频

    公开(公告)号：WO2010087909A1

    公开(公告)日：2010-08-05

    申请号：PCT/US2009/068108

    申请日：2009-12-15

    Applicant: GOOGLE INC. ,  CORTES, Corinna ,  KUMAR, Sanjiv ,  MAKADIA, Ameesh ,  MANN, Gideon ,  YAGNIK, Jay ,  ZHAO, Ming

    Inventor： CORTES, Corinna ,  KUMAR, Sanjiv ,  MAKADIA, Ameesh ,  MANN, Gideon ,  YAGNIK, Jay ,  ZHAO, Ming

    IPC: H04N7/173

    CPC classification number: H04N21/2407 ,  G06F17/30784 ,  G06F17/30817 ,  G06F17/3082 ,  G06F17/30828 ,  G06K9/00711 ,  H04N21/23418 ,  H04N21/25883 ,  H04N21/4668 ,  H04N21/4826

    Abstract: A video demographics analysis system selects a training set of videos to use to correlate viewer demographics and video content data. The video demographics analysis system extracts demographic data from viewer profiles related to videos in the training set and creates a set of demographic distributions, and also extracts video data from videos in the training set. The video demographics analysis system correlates the viewer demographics with the video data of videos viewed by that viewer. Using the prediction model produced by the machine learning process, a new video about which there is no a priori knowledge can be associated with a predicted demographic distribution specifying probabilities of the video appealing to different types of people within a given demographic category, such as people of different ages within an age demographic category.

    Abstract translation: 视频人口统计分析系统选择用于将观众人口特征和视频内容数据相关联的一组视频。 视频人口统计分析系统从与训练集中的视频相关的观众简档中提取人口统计学数据，并创建一组人口分布，并从训练集中的视频中提取视频数据。 视频人口统计分析系统将观众人口统计学与观众观看的视频的视频数据相关联。 使用机器学习过程产生的预测模型，可以将预测的人口分布与预测的人口分布相关联，所述预测人口统计分布规定了给定人口统计学类别中的不同类型的人的视频的概率，例如人 在不同年龄的人口统计学类别。

    SEARCH WITH JOINT IMAGE-AUDIO QUERIES
    5.
    发明公开
    SEARCH WITH JOINT IMAGE-AUDIO QUERIES 审中-公开
    与图片AUDIO研讯搜索

    公开(公告)号：EP2633439A1

    公开(公告)日：2013-09-04

    申请号：EP11784547.9

    申请日：2011-10-28

    Applicant: Google Inc.

    Inventor： MAKADIA, Ameesh ,  WESTON, Jason E.

    IPC: G06F17/30

    CPC classification number: G06F17/30029 ,  G06F17/30026 ,  G06F17/30047 ,  G06F17/3005

    Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for processing joint image-audio queries. In one aspect, a method includes receiving, from a client device, a joint image-audio query including query image data and query audio data. Query image feature data is determined from the query image data. Query audio feature data is determined from the audio data. The query image feature data and the query audio feature data are provided to a joint image-audio relevance model trained to generate relevance scores for a plurality of resources, each resource including resource image data defining a resource image for the resource and text data defining resource text for the resource. Each relevance score is a measure of the relevance of corresponding resource to the joint image-audio query. Data defining search results indicating the order of the resources is provided to the client device.

    ANNOTATING IMAGES
    7.
    发明公开
    ANNOTATING IMAGES 有权
    创造性的图像

    公开(公告)号：EP2321787A2

    公开(公告)日：2011-05-18

    申请号：EP09767173.9

    申请日：2009-04-17

    Applicant: Google Inc.

    Inventor： MAKADIA, Ameesh ,  KUMAR, Sanjiv

    IPC: G06Q50/00 ,  G06F17/00

    CPC classification number: G06F17/241 ,  G06F17/30265 ,  G06K9/00664 ,  G06K9/46

    Abstract: Methods, systems, and apparatus, including computer program products, for generating data for annotating images automatically. In one aspect, a method includes receiving an input image, identifying one or more nearest neighbor images of the input image from among a collection of images, in which each of the one or more nearest neighbor images is associated with a respective one or more image labels, assigning a plurality of image labels to the input image, in which the plurality of image labels are selected from the image labels associated with the one or more nearest neighbor images, and storing in a data repository the input image having the assigned plurality of image labels. In another aspect, a method includes assigning a single image label to the input image, in which the single image label is selected from labels associated with multiple ranked nearest neighbor images.

    Abstract translation: 用于生成用于自动注释图像的数据的方法，系统和设备，包括计算机程序产品。 在一个方面，一种方法包括：接收输入图像，从图像集合中识别输入图像的一个或多个最邻近图像，其中一个或多个最近邻图像中的每一个与相应的一个或多个图像相关联 标签，将多个图像标签分配给输入图像，其中从与一个或多个最近邻居图像相关联的图像标签中选择多个图像标签，并且在数据储存库中存储具有分配的多个 图像标签。 在另一方面，一种方法包括将单个图像标签分配给输入图像，其中从与多个排序的最近邻图像相关联的标签中选择单个图像标签。

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