BATCH NORMALIZATION LAYERS
    1.
    发明申请
    BATCH NORMALIZATION LAYERS 审中-公开
    批量标准化层

    公开(公告)号:US20160217368A1

    公开(公告)日:2016-07-28

    申请号:US15009647

    申请日:2016-01-28

    Applicant: Google Inc.

    CPC classification number: G06N3/08 G06N3/04

    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing inputs using a neural network system that includes a batch normalization layer. One of the methods includes receiving a respective first layer output for each training example in the batch; computing a plurality of normalization statistics for the batch from the first layer outputs; normalizing each component of each first layer output using the normalization statistics to generate a respective normalized layer output for each training example in the batch; generating a respective batch normalization layer output for each of the training examples from the normalized layer outputs; and providing the batch normalization layer output as an input to the second neural network layer.

    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,用于使用包括批量归一化层的神经网络系统处理输入。 方法之一包括为批次中的每个训练样本接收相应的第一层输出; 从第一层输出计算批次的多个归一化统计; 使用归一化统计来对每个第一层输出的每个分量进行归一化,以为该批中的每个训练样本生成相应的归一化层输出; 从标准化层输出生成针对每个训练样本的相应批量标准化层输出; 以及提供所述批量归一化层输出作为第二神经网络层的输入。

    Providing Image Search Templates
    3.
    发明申请
    Providing Image Search Templates 有权
    提供图像搜索模板

    公开(公告)号:US20150317540A1

    公开(公告)日:2015-11-05

    申请号:US14798569

    申请日:2015-07-14

    Applicant: Google Inc.

    Abstract: Techniques for providing image search templates are provided. An image search template may be associated with an image search query to aid the user in capturing an image that will be appropriate for processing the search query. The template may be displayed as an overlay during an image capturing process to indicate an appropriate image capturing pose, range, angle, or other view characteristics that may provide more accurate search results. The template may also be used in the image search query to segment the image and identify features relevant to the search query. Images in an image database may be clustered using characteristics of the images or metadata associated with the images in order to establish groups of images from which templates may be derived. The generated templates may be provided to users to assist in capturing images to be used as search engine queries.

    Abstract translation: 提供了提供图像搜索模板的技术。 图像搜索模板可以与图像搜索查询相关联,以帮助用户捕获适合于处理搜索查询的图像。 在图像拍摄过程期间,可以将模板显示为覆盖图,以指示可提供更准确的搜索结果的适当的图像捕获姿态,范围,角度或其他视图特征。 模板也可以用于图像搜索查询中以分割图像并识别与搜索查询相关的特征。 图像数据库中的图像可以使用与图像相关联的图像或元数据的特征来聚类,以便建立可以从其导出模板的图像组。 可以将生成的模板提供给用户以帮助捕获要用作搜索引擎查询的图像。

    Providing image search templates
    5.
    发明授权
    Providing image search templates 有权
    提供图像搜索模板

    公开(公告)号:US09087269B2

    公开(公告)日:2015-07-21

    申请号:US13659148

    申请日:2012-10-24

    Applicant: Google Inc.

    Abstract: Techniques for providing image search templates are provided. An image search template may be associated with an image search query to aid the user in capturing an image that will be appropriate for processing the search query. The template may be displayed as an overlay during an image capturing process to indicate an appropriate image capturing pose, range, angle, or other view characteristics that may provide more accurate search results. The template may also be used in the image search query to segment the image and identify features relevant to the search query. Images in an image database may be clustered using characteristics of the images or metadata associated with the images in order to establish groups of images from which templates may be derived. The generated templates may be provided to users to assist in capturing images to be used as search engine queries.

    Abstract translation: 提供了提供图像搜索模板的技术。 图像搜索模板可以与图像搜索查询相关联,以帮助用户捕获适合于处理搜索查询的图像。 在图像拍摄过程期间,可以将模板显示为覆盖图,以指示可提供更准确的搜索结果的适当的图像捕获姿态,范围,角度或其他视图特征。 模板也可以用于图像搜索查询中以分割图像并识别与搜索查询相关的特征。 图像数据库中的图像可以使用与图像相关联的图像或元数据的特征来聚类,以便建立可以从其导出模板的图像组。 可以将生成的模板提供给用户以帮助捕获要用作搜索引擎查询的图像。

    PROVIDING IMAGE SEARCH TEMPLATES
    6.
    发明申请
    PROVIDING IMAGE SEARCH TEMPLATES 有权
    提供图像搜索模板

    公开(公告)号:US20150169994A1

    公开(公告)日:2015-06-18

    申请号:US13659148

    申请日:2012-10-24

    Applicant: Google Inc.

    Abstract: Techniques for providing image search templates are provided. An image search template may be associated with an image search query to aid the user in capturing an image that will be appropriate for processing the search query. The template may be displayed as an overlay during an image capturing process to indicate an appropriate image capturing pose, range, angle, or other view characteristics that may provide more accurate search results. The template may also be used in the image search query to segment the image and identify features relevant to the search query. Images in an image database may be clustered using characteristics of the images or metadata associated with the images in order to establish groups of images from which templates may be derived. The generated templates may be provided to users to assist in capturing images to be used as search engine queries.

    Abstract translation: 提供了提供图像搜索模板的技术。 图像搜索模板可以与图像搜索查询相关联,以帮助用户捕获适合于处理搜索查询的图像。 在图像拍摄过程期间,可以将模板显示为覆盖图,以指示可提供更准确的搜索结果的适当的图像捕获姿态,范围,角度或其他视图特征。 模板也可以用于图像搜索查询中以分割图像并识别与搜索查询相关的特征。 图像数据库中的图像可以使用与图像相关联的图像或元数据的特征来聚类,以便建立可以从其导出模板的图像组。 可以将生成的模板提供给用户以帮助捕获要用作搜索引擎查询的图像。

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