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1. 发明授权

US08605956B2 Automatically mining person models of celebrities for visual search applications 有权
标题翻译：自动挖掘名人视觉搜索应用程序的人物模型
公开(公告)号：US08605956B2
公开(公告)日：2013-12-10
申请号：US12859721
申请日：2010-08-19
申请人： David Ross , Andrew Rabinovich , Anand Pillai , Hartwig Adam
发明人： David Ross , Andrew Rabinovich , Anand Pillai , Hartwig Adam
IPC分类号： G06K9/00
CPC分类号： G06K9/622 , G06K9/00295
摘要： Methods and systems for automated identification of celebrity face images are provided that generate a name list of prominent celebrities, obtain a set of images and corresponding feature vectors for each name, detect faces within the set of images, and remove non-face images. An analysis of the images is performed using an intra-model analysis, an inter-model analysis, and a spectral analysis to return highly accurate biometric models for each of the individuals present in the name list. Recognition is then performed based on precision and recall to identify the face images as belonging to a celebrity or indicate that the face is unknown.
摘要翻译：提供用于自动识别名人脸图像的方法和系统，其产生着名名人的名单，获得一组图像和每个名称的相应特征向量，检测该图像集内的面部，并且去除非面部图像。使用模型内分析，模型间分析和光谱分析来执行图像的分析，以返回列表中存在的每个个体的高度精确的生物特征模型。然后基于精度和召回来执行识别，以将脸部图像识别为属于名人，或指示脸部未知。

2. 发明授权

US08898139B1 Systems and methods for dynamic visual search engine 有权
标题翻译：动态视觉搜索引擎的系统和方法
公开(公告)号：US08898139B1
公开(公告)日：2014-11-25
申请号：US13530994
申请日：2012-06-22
申请人： James William Philbin , Anand Pillai , John Flynn , Hartwig Adam
发明人： James William Philbin , Anand Pillai , John Flynn , Hartwig Adam
IPC分类号： G06F17/30
CPC分类号： G06F17/30153 , G06F17/30247 , G06F17/30256 , G06F17/30864
摘要： Systems and methods for a dynamic visual search engine are provided. In one example method, a criteria used to partition a set of compressed image descriptors into multiple database shards may be determined. Additionally, a size of a dynamic index may be determined. The dynamic index may represent a dynamic number of images and may be configured to accept insertion of reference images into the dynamic index that can be search against immediately. According to the method, an instruction to merge the uncompressed image descriptors of the dynamic index into the database shards of the compressed image descriptors may be received, and the uncompressed image descriptors of the dynamic index may be responsively merged into the database shards of the compressed image descriptors based on the criteria.
摘要翻译：提供了动态视觉搜索引擎的系统和方法。在一个示例性方法中，可以确定用于将一组压缩图像描述符分割成多个数据库分片的标准。另外，可以确定动态索引的大小。动态索引可以表示动态数量的图像，并且可以被配置为接受将参考图像插入到可以立即搜索的动态索引中。根据该方法，可以接收将动态索引的未压缩图像描述符合并到压缩图像描述符的数据库碎片中的指令，并且动态索引的未压缩图像描述符可以被响应地合并到压缩的图像描述符的数据库碎片中基于标准的图像描述符。

3. 发明授权

US08332424B2 Method and apparatus for enabling virtual tags 有权
标题翻译：用于启用虚拟标签的方法和装置
公开(公告)号：US08332424B2
公开(公告)日：2012-12-11
申请号：US13107295
申请日：2011-05-13
申请人： John Flynn , Dragomir Anguelov , Hartmut Neven , Mark Cummins , James Philbin , Rafael Spring , Hartwig Adam , Anand Pillai
发明人： John Flynn , Dragomir Anguelov , Hartmut Neven , Mark Cummins , James Philbin , Rafael Spring , Hartwig Adam , Anand Pillai
IPC分类号： G06F17/30
CPC分类号： G06F17/30268 , G06F17/30247 , G06F17/3028
摘要： A method and apparatus for enabling virtual tags is described. The method may include receiving a first digital image data and virtual tag data to be associated with a real-world object in the first digital image data, wherein the first digital image data is captured by a first mobile device, and the virtual tag data includes metadata received from a user of the first mobile device. The method may also include generating a first digital signature from the first digital image data that describes the real-world object, and in response to the generation, inserting in substantially real-time the first digital signature into a searchable index of digital images. The method may also include storing, in a tag database, the virtual tag data and an association between the virtual tag data and the first digital signature inserted into the index of digital images.
摘要翻译：描述了一种用于启用虚拟标签的方法和装置。该方法可以包括在第一数字图像数据中接收与真实世界对象相关联的第一数字图像数据和虚拟标签数据，其中第一数字图像数据由第一移动设备捕获，并且虚拟标签数据包括从第一移动设备的用户接收的元数据。该方法还可以包括从描述真实世界对象的第一数字图像数据生成第一数字签名，并且响应于生成，基本上实时地将第一数字签名插入到可搜索的数字图像索引中。该方法还可以包括在标签数据库中存储虚拟标签数据以及虚拟标签数据与插入数字图像索引中的第一数字签名之间的关联。

4. 发明申请

US20120290591A1 METHOD AND APPARATUS FOR ENABLING VIRTUAL TAGS 有权
标题翻译：用于启用虚拟标签的方法和装置
公开(公告)号：US20120290591A1
公开(公告)日：2012-11-15
申请号：US13107295
申请日：2011-05-13
申请人： John Flynn , Dragomir Anguelov , Hartmut Neven , Mark Cummins , James Philbin , Rafael Spring , Hartwig Adam , Anand Pillai
发明人： John Flynn , Dragomir Anguelov , Hartmut Neven , Mark Cummins , James Philbin , Rafael Spring , Hartwig Adam , Anand Pillai
IPC分类号： G06F17/30
CPC分类号： G06F17/30268 , G06F17/30247 , G06F17/3028
摘要： A method and apparatus for enabling virtual tags is described. The method may include receiving a first digital image data and virtual tag data to be associated with a real-world object in the first digital image data, wherein the first digital image data is captured by a first mobile device, and the virtual tag data includes metadata received from a user of the first mobile device. The method may also include generating a first digital signature from the first digital image data that describes the real-world object, and in response to the generation, inserting in substantially real-time the first digital signature into a searchable index of digital images. The method may also include storing, in a tag database, the virtual tag data and an association between the virtual tag data and the first digital signature inserted into the index of digital images.
摘要翻译：描述了一种用于启用虚拟标签的方法和装置。该方法可以包括在第一数字图像数据中接收与真实世界对象相关联的第一数字图像数据和虚拟标签数据，其中第一数字图像数据由第一移动设备捕获，并且虚拟标签数据包括从第一移动设备的用户接收的元数据。该方法还可以包括从描述真实世界对象的第一数字图像数据生成第一数字签名，并且响应于生成，基本上实时地将第一数字签名插入到可搜索的数字图像索引中。该方法还可以包括在标签数据库中存储虚拟标签数据以及虚拟标签数据与插入数字图像索引中的第一数字签名之间的关联。

5. 发明授权

US08724910B1 Selection of representative images 有权
标题翻译：代表性图像的选择
公开(公告)号：US08724910B1
公开(公告)日：2014-05-13
申请号：US12872809
申请日：2010-08-31
申请人： Anand Pillai , Andrew Rabinovich
发明人： Anand Pillai , Andrew Rabinovich
IPC分类号： G06K9/62
CPC分类号： G06K9/46 , G06K9/00288 , G06K9/6218 , G06K9/622
摘要： Methods and systems for selecting a representative image of an entity are disclosed. The representative image can be, but is not limited to, that of a person, a corporate logo, other symbol associated with a person or corporation. According to one embodiment, a computer-implemented method for selecting a representative image of an entity is disclosed. The method includes: accessing a collection of images of the entity; clustering, based on similarity of one or more similarity features, images from the collection to form a plurality of similarity clusters; and selecting the representative image from one of said similarity clusters. Further, based on cluster size of said similarity clusters popular clusters can be determined, and the selection of the representative image can be from the popular clusters. In addition, the method can further include assigning a headshot score based upon a portion of the respective image covered by the entity to respective images in said popular clusters, and further selecting the representative image based upon the headshot score. Corresponding system and computer program product embodiments are also disclosed.
摘要翻译：公开了用于选择实体的代表性图像的方法和系统。代表性图像可以是但不限于人，公司标志，与人或公司相关联的其他符号。根据一个实施例，公开了一种用于选择实体的代表性图像的计算机实现的方法。该方法包括：访问该实体的图像集合; 基于一个或多个相似性特征的相似性，聚集来自所述集合的图像以形成多个相似性聚类; 以及从所述相似性集群之一选择所述代表图像。此外，基于所述相似度簇的簇大小，可以确定流行簇，并且可以从流行簇中选择代表图像。此外，该方法可以进一步包括基于由该实体覆盖的各个图像的一部分将所述流行集群中的各个图像分配头像分数，以及基于所述头像分数进一步选择所述代表图像。还公开了相应的系统和计算机程序产品实施例。

6. 发明申请

US20130066878A1 METHOD AND APPARATUS FOR ENABLING VIRTUAL TAGS 有权
标题翻译：用于启用虚拟标签的方法和装置
公开(公告)号：US20130066878A1
公开(公告)日：2013-03-14
申请号：US13674483
申请日：2012-11-12
申请人： John Flynn , Dragomir Anguelov , Hartmut Neven , Mark Cummins , James Philbin , Rafel Spring , Hartwig Adam , Anand Pillai
发明人： John Flynn , Dragomir Anguelov , Hartmut Neven , Mark Cummins , James Philbin , Rafel Spring , Hartwig Adam , Anand Pillai
IPC分类号： G06F17/30
CPC分类号： G06F17/30268 , G06F17/30247 , G06F17/3028
摘要： A method and apparatus for enabling virtual tags is described. The method may include receiving a first digital image data and virtual tag data to be associated with a real-world object in the first digital image data, wherein the first digital image data is captured by a first mobile device, and the virtual tag data includes metadata received from a user of the first mobile device. The method may also include generating a first digital signature from the first digital image data that describes the real-world object, and in response to the generation, inserting in substantially real-time the first digital signature into a searchable index of digital images. The method may also include storing, in a tag database, the virtual tag data and an association between the virtual tag data and the first digital signature inserted into the index of digital images.
摘要翻译：描述了一种用于启用虚拟标签的方法和装置。该方法可以包括在第一数字图像数据中接收与真实世界对象相关联的第一数字图像数据和虚拟标签数据，其中第一数字图像数据由第一移动设备捕获，并且虚拟标签数据包括从第一移动设备的用户接收的元数据。该方法还可以包括从描述真实世界对象的第一数字图像数据生成第一数字签名，并且响应于生成，基本上实时地将第一数字签名插入到可搜索的数字图像索引中。该方法还可以包括在标签数据库中存储虚拟标签数据以及虚拟标签数据与插入数字图像索引中的第一数字签名之间的关联。

7. 发明授权

US06934724B1 Methods and apparatus for reducing resource contention in parallel data backup processes 有权
标题翻译：并行数据备份过程中减少资源争用的方法和设备
公开(公告)号：US06934724B1
公开(公告)日：2005-08-23
申请号：US09747179
申请日：2000-12-21
申请人： John G. Deshayes , Anand Pillai , Neil Schutzman , Brian A. Barnhart , Alison Peacock , Sudheer Arora
发明人： John G. Deshayes , Anand Pillai , Neil Schutzman , Brian A. Barnhart , Alison Peacock , Sudheer Arora
IPC分类号： G06F17/30
CPC分类号： G06F11/1464 , Y10S707/99952 , Y10S707/99955
摘要： Methods and apparatus for reducing resource contention in parallel data backup processes that share a variety of resources in a computer environment to access target data to be backed-up. The target data is distributed among the backup processes based on an availability of one or more resources in the computer environment used by a backup storage system to access the target data. In one example, each data file of the target data is assigned to a particular backup process based on the availability of one or more resources and a total size of the target data. The data files of the target data are assigned to the backup processes such that each backup process backs-up a respective portion of the target data, and such that the collection of backup processes that make up a backup operation are completed in a shortened time as a result of reduced resource contention. The target data originally may be located, for example, in one or more host computer systems, one or more primary storage systems, other computer devices containing a storage medium, or combinations thereof.
摘要翻译：在并行数据备份过程中减少资源争用的方法和装置，其在计算机环境中共享各种资源以访问要备份的目标数据。基于备份存储系统使用的计算机环境中的一个或多个资源的可用性来访问目标数据，目标数据在备份进程之间分布。在一个示例中，基于一个或多个资源的可用性和目标数据的总大小，将目标数据的每个数据文件分配给特定备份进程。将目标数据的数据文件分配给备份处理，使得每个备份处理备份目标数据的相应部分，并且使得构成备份操作的备份进程的收集在缩短的时间内完成，如资源竞争减少的结果。目标数据原本可以位于例如一个或多个主计算机系统中，一个或多个主存储系统，包含存储介质的其他计算机设备或其组合。

8. 发明授权

US08032512B1 Generating sitemap where last modified time is not available to a network crawler 有权
标题翻译：生成上次修改时间不适用于网络抓取工具的站点地图
公开(公告)号：US08032512B1
公开(公告)日：2011-10-04
申请号：US12981216
申请日：2010-12-29
申请人： Anand Pillai
发明人： Anand Pillai
IPC分类号： G06F17/30
CPC分类号： G06F17/30864
摘要： Methods, systems and apparatus, including computer program products, for generating a sitemap where a last modified time of website content is not available to a network crawler. A sitemap generator determines that a file has a previously stored version number, compares a current version number of the file to the previously stored version number of the file, generates a sitemap having an entry corresponding to the file if the current version number of the file is changed from the previously stored version number, and assigns a new last modified time to a last modified time value for the entry wherein an actual last modified time of the file is not available. A search engine receives the sitemap, determines that the entry was previously indexed at a time before the last modified time value, and accesses file information associated with the file to update an index with the file information.
摘要翻译：用于生成站点地图的方法，系统和设备，包括计算机程序产品，网站内容的最后修改时间不可用于网络爬虫。站点地图生成器确定文件具有先前存储的版本号，将文件的当前版本号与先前存储的文件版本号进行比较，生成具有与该文件对应的条目的站点地图，如果该文件的当前版本号从先前存储的版本号改变，并将新的最后修改时间分配给该条目的最后修改的时间值，其中文件的实际最后修改时间不可用。搜索引擎接收站点地图，确定该条目先前是在最后修改的时间值之前的索引，并访问与该文件相关联的文件信息以更新具有该文件信息的索引。

9. 发明授权

US07865497B1 Sitemap generation where last modified time is not available to a network crawler 有权
标题翻译：网路爬网程式无法使用上次修改时间的Sitemap一代
公开(公告)号：US07865497B1
公开(公告)日：2011-01-04
申请号：US12035139
申请日：2008-02-21
申请人： Anand Pillai
发明人： Anand Pillai
IPC分类号： G06F17/30
CPC分类号： G06F17/30864
摘要： Methods, systems and apparatus, including computer program products, for generating a sitemap where a last modified time of website content is not available to a network crawler. A current version number of a content item is compared to the version number of that content at the time sitemap for the website was generated. If the version number has changed the last modified time in a generated sitemap is set to the current time to cause the item to be revisited by a search engine.
摘要翻译：用于生成站点地图的方法，系统和设备，包括计算机程序产品，网站内容的最后修改时间不可用于网络爬虫。将内容项的当前版本号与生成网站的时间站点地图上的该内容的版本号进行比较。如果版本号已更改，则生成的站点地图中的最后修改时间将设置为当前时间，以使搜索引擎重新查看该项目。

10. 发明授权

US08290928B1 Generating sitemap where last modified time is not available to a network crawler 有权
标题翻译：生成上次修改时间不适用于网络抓取工具的站点地图
公开(公告)号：US08290928B1
公开(公告)日：2012-10-16
申请号：US13244267
申请日：2011-09-23
申请人： Anand Pillai
发明人： Anand Pillai
IPC分类号： G06F17/30
CPC分类号： G06F17/30864
摘要： Methods, systems and apparatus, including computer program products, for generating a sitemap where a last modified time of website content is not available to a network crawler. A sitemap generator determines that a file has a previously stored version number, compares a current version number of the file to the previously stored version number of the file, generates a sitemap having an entry corresponding to the file if the current version number of the file is changed from the previously stored version number, and assigns a new last modified time to a last modified time value for the entry wherein an actual last modified time of the file is not available. A search engine receives the sitemap, determines that the entry was previously indexed at a time before the last modified time value, and accesses file information associated with the file to update an index with the file information.
摘要翻译：用于生成站点地图的方法，系统和设备，包括计算机程序产品，网站内容的最后修改时间不可用于网络爬虫。站点地图生成器确定文件具有先前存储的版本号，将文件的当前版本号与先前存储的文件版本号进行比较，生成具有与文件对应的条目的站点地图，如果该文件的当前版本号从先前存储的版本号改变，并将新的最后修改时间分配给该条目的最后修改的时间值，其中文件的实际最后修改时间不可用。搜索引擎接收站点地图，确定该条目先前是在最后修改的时间值之前的索引，并访问与该文件相关联的文件信息以更新具有该文件信息的索引。

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