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11. 发明申请

US20130198601A1 ANNOTATING IMAGES 有权
公开(公告)号：US20130198601A1
公开(公告)日：2013-08-01
申请号：US13799307
申请日：2013-03-13
申请人： Ameesh Makadia , Sanjiv Kumar
发明人： Ameesh Makadia , Sanjiv Kumar
IPC分类号： G06F17/24
CPC分类号： G06F17/241 , G06F17/30265 , G06K9/00664 , G06K9/46
摘要： 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.

12. 发明授权

US08477998B1 Object tracking in video with visual constraints 有权
标题翻译：视频约束对象跟踪
公开(公告)号：US08477998B1
公开(公告)日：2013-07-02
申请号：US13309999
申请日：2011-12-02
申请人： Minyoung Kim , Sanjiv Kumar , Henry A. Rowley
发明人： Minyoung Kim , Sanjiv Kumar , Henry A. Rowley
IPC分类号： G06K9/00
CPC分类号： G06K9/00261 , G06K9/6214 , G06K9/6264 , G06K9/6277
摘要： Embodiments of the present invention relate to object tracking in video. In an embodiment, a computer-implemented method tracks an object in a frame of a video. An adaptive term value is determined based on an adaptive model and at least a portion of the frame. A pose constraint value is determined based on a pose model and at least a portion the frame. An alignment confidence score is determined based on an alignment model and at least a portion the frame. Based on the adaptive term value, the pose constraint value, and the alignment confidence score, an energy value is determined. Based on the energy value, a resultant tracking state is determined. The resultant tracking state defines a likely position of the object in the frame given the object's likely position in a set of previous frames in the video.
摘要翻译：本发明的实施例涉及视频中的对象跟踪。在一个实施例中，计算机实现的方法跟踪视频帧中的对象。基于自适应模型和帧的至少一部分来确定自适应项值。基于姿态模型和帧的至少一部分来确定姿势约束值。基于对准模型和框架的至少一部分来确定对准置信度得分。基于自适应项值，姿态约束值和对准置信度得分，确定能量值。基于能量值，确定合成的跟踪状态。所得到的跟踪状态定义了给定对象在视频中的一组先前帧中的可能位置的帧中的对象的可能位置。

13. 发明授权

US08399447B2 Metal triangulo compound and methods of using the same 失效
标题翻译：金属三元组合物及其使用方法
公开(公告)号：US08399447B2
公开(公告)日：2013-03-19
申请号：US12596138
申请日：2008-04-04
申请人： Shazib Pervaiz , Sanjiv Kumar Yadav
发明人： Shazib Pervaiz , Sanjiv Kumar Yadav
IPC分类号： A61K31/555 , C07D215/16
CPC分类号： A61K31/28 , A61K31/32 , A61K45/06 , C07F15/0026
摘要： The present invention relates to metal triangulo compounds. Provided herein are also methods of inducing apoptosis in a cell that comprise administering a metal triangulo compound and methods of preventing carcinogenesis in a cell that comprise administering a metal triangulo compound.
摘要翻译：本发明涉及金属三元醇化合物。本文还提供诱导细胞凋亡的方法，所述方法包括施用金属三联化合物以及在包含施用金属三联化合物的细胞中预防致癌作用的方法。

14. 发明授权

US08301498B1 Video content analysis for automatic demographics recognition of users and videos 有权
标题翻译：用于用户和视频的自动人口统计识别的视频内容分析
公开(公告)号：US08301498B1
公开(公告)日：2012-10-30
申请号：US13488126
申请日：2012-06-04
申请人： Corinna Cortes , Sanjiv Kumar , Ameesh Makadia , Gideon Mann , Jay Yagnik , Ming Zhao
发明人： Corinna Cortes , Sanjiv Kumar , Ameesh Makadia , Gideon Mann , Jay Yagnik , Ming Zhao
IPC分类号： G06Q30/00 , G06N5/02
CPC分类号： H04N21/2407 , G06F17/30784 , G06F17/30817 , G06F17/3082 , G06F17/30828 , G06K9/00711 , H04N21/23418 , H04N21/25883 , H04N21/4668 , H04N21/4826
摘要： 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.
摘要翻译：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。

15. 发明申请

US20100209431A1 METAL TRIANGULO COMPOUND AND METHODS OF USING THE SAME 失效
标题翻译：金属三角胶体化合物及其使用方法
公开(公告)号：US20100209431A1
公开(公告)日：2010-08-19
申请号：US12596138
申请日：2008-04-04
申请人： Shazib Pervaiz , Sanjiv Kumar Yadav
发明人： Shazib Pervaiz , Sanjiv Kumar Yadav
IPC分类号： C07F15/00 , C12N5/00 , A61K31/28 , A61K31/65 , A61K33/36 , A61K31/175 , A61K38/18 , A61K31/66 , A61K39/395 , A61P35/04
CPC分类号： A61K31/28 , A61K31/32 , A61K45/06 , C07F15/0026
摘要： The present invention relates to a metal triangulo compound. Provided is also a method of inducing apoptosis in a cell that comprises administering the metal triangulo compound. Provided is also a method of preventing carcinogenesis in a cell that comprises administering the metal triangulo compound.
摘要翻译：本发明涉及金属三联体化合物。还提供了诱导细胞凋亡的方法，其包括施用金属三联化合物。本发明还提供一种预防细胞致癌作用的方法，其包括施用金属三联化合物。

16. 发明申请

US20090304272A1 ANNOTATING IMAGES 有权
标题翻译：提示图像
公开(公告)号：US20090304272A1
公开(公告)日：2009-12-10
申请号：US12425910
申请日：2009-04-17
申请人： Ameesh Makadia , Sanjiv Kumar
发明人： Ameesh Makadia , Sanjiv Kumar
IPC分类号： G06K9/68 , G06K9/00
CPC分类号： G06F17/241 , G06F17/30265 , G06K9/00664 , G06K9/46
摘要： 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.
摘要翻译：方法，系统和装置，包括计算机程序产品，用于自动生成用于注释图像的数据。一方面，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近邻图像，其中所述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图像相关联的图像标签中选择多个图像标签，并且在数据存储库中存储具有分配的多个图像标签的输入图像图像标签。在另一方面，一种方法包括向输入图像分配单个图像标签，其中从与多个排序的最邻近图像相关联的标签中选择单个图像标签。

17. 发明授权

US08924339B1 Semi-supervised and unsupervised generation of hash functions 有权
标题翻译：半监督和无监督的哈希函数生成
公开(公告)号：US08924339B1
公开(公告)日：2014-12-30
申请号：US13183939
申请日：2011-07-15
申请人： Sanjiv Kumar , Jun Wang
发明人： Sanjiv Kumar , Jun Wang
IPC分类号： G06F17/00 , G06N7/04
CPC分类号： G06N99/005 , H04L9/3236
摘要： Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating hash functions. In one aspect, a method includes generating hash functions by sequentially determining a weight vector for each hash function to maximize an accuracy measure derived from current constraint weights and updating the current constraint weights for use in calculating a weight vector of a next hash function in the sequence. In another aspect, the determined weight vector maximizes an accuracy measure and a variance measure. In still another aspect, a method includes generating an adjusted covariance matrix and generating a sequence of hash functions from the adjusted covariance matrix. In still another aspect, a method includes sequentially generating a sequence of hash functions, where the weight vectors for any previously generated hash functions are used to identify constraints used to generate the weight vector for each next hash function in the sequence.
摘要翻译：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，用于生成散列函数。一方面，一种方法包括：通过依次确定每个散列函数的加权向量来产生哈希函数，以使从当前约束权重导出的精度度量最大化并更新当前约束权重，以用于计算下一个哈希函数的权重向量序列。在另一方面，确定的权重向量使精度测量和方差测量最大化。在另一方面，一种方法包括生成经调整的协方差矩阵，并从调整的协方差矩阵生成散列函数序列。在另一方面，一种方法包括依次生成散列函数序列，其中用于任何先前生成的散列函数的加权向量用于识别用于生成序列中每个下一个散列函数的加权向量的约束。

18. 发明授权

US08510236B1 Semi-supervised and unsupervised generation of hash functions 有权
标题翻译：半监督和无监督的哈希函数生成
公开(公告)号：US08510236B1
公开(公告)日：2013-08-13
申请号：US13103992
申请日：2011-05-09
申请人： Sanjiv Kumar , Jun Wang
发明人： Sanjiv Kumar , Jun Wang
IPC分类号： G06F15/18
CPC分类号： G06N99/005 , H04L9/3236
摘要： Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating hash functions. In one aspect, a method includes generating hash functions by sequentially determining a weight vector for each hash function to maximize an accuracy measure derived from current constraint weights and updating the current constraint weights for use in calculating a weight vector of a next hash function in the sequence. In another aspect, the determined weight vector maximizes an accuracy measure and a variance measure. In still another aspect, a method includes generating an adjusted covariance matrix and generating a sequence of hash functions from the adjusted covariance matrix. In still another aspect, a method includes sequentially generating a sequence of hash functions, where the weight vectors for any previously generated hash functions are used to identify constraints used to generate the weight vector for each next hash function in the sequence.
摘要翻译：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，用于生成散列函数。一方面，一种方法包括：通过依次确定每个散列函数的加权向量来产生哈希函数，以使从当前约束权重导出的精度度量最大化并更新当前约束权重，以用于计算下一个哈希函数的权重向量序列。在另一方面，确定的权重向量使精度测量和方差测量最大化。在另一方面，一种方法包括生成经调整的协方差矩阵，并从调整的协方差矩阵生成散列函数序列。在另一方面，一种方法包括依次生成散列函数序列，其中用于任何先前生成的散列函数的加权向量用于识别用于生成序列中每个下一个散列函数的加权向量的约束。

19. 发明申请

US20130116598A1 I.V. INFUSION OR BLOOD COLLECTION APPARATUS 有权
标题翻译： I.V. 输液或血液收集装置
公开(公告)号：US20130116598A1
公开(公告)日：2013-05-09
申请号：US13810326
申请日：2011-07-15
申请人： Julie C. Howell , Michael A. Taylor , John F. Higdon , Robert G. Rosenthal , Sanjiv Kumar
发明人： Julie C. Howell , Michael A. Taylor , John F. Higdon , Robert G. Rosenthal , Sanjiv Kumar
IPC分类号： A61B5/15 , A61M5/32
CPC分类号： A61B5/150641 , A61B5/1405 , A61B5/15003 , A61B5/150259 , A61B5/150389 , A61B5/150519 , A61B5/15074 , A61B5/150916 , A61B5/153 , A61M5/158 , A61M5/3221 , A61M5/3271 , A61M25/0606 , A61M25/0631 , A61M25/0637 , A61M2005/1586 , A61M2005/3247
摘要： An I.V. infusion or blood collection apparatus comprises an I.V. infusion set (100) and a safety shield (200). The I.V. infusion set has a wing body (105) from which a pair of wings (140) extend outward there from and a grip (145) extending upward there from. One end of the wing body mounts a needle (120) or catheter and medical tubing (130) is connected to the opposite end. The wing body includes a bore so that fluid flows between the needle and the medical tubing. A safety shield has a top, a bottom and opposing side walls and defines a cavity (227) that is adapted to receive the I.V. infusion set. The safety shield has slots (250) in each of the side walls and a slot (255) in the top. The respective wings and grip are adapted to be positioned in the slots and to slidably move therein. The slot in the top includes a lock that is adapted to receive the grip so that when the needle is retracted into the cavity; the grip is permanently captured therein, thus locking the needle in the fully retracted safety position.
摘要翻译：一个输液或采血装置包括I.V. 输液器（100）和安全护罩（200）。 I.V. 输液器具有翼体（105），一对翼片（140）从该翼体向外延伸，并且从那里向上延伸的手柄（145）。翼体的一端安装针（120）或导管，并且医疗管（130）连接到相对端。翼体包括孔，使得流体在针和医疗管之间流动。安全护罩具有顶部，底部和相对的侧壁并且限定适于接收I.V.的腔（227）。输液器安全护罩在每个侧壁中具有槽（250），在顶部具有槽（255）。相应的翼和把手适于定位在槽中并且可滑动地移动在其中。顶部的狭槽包括适于接收把手的锁，使得当针缩回到腔中时; 手柄被永久地夹在其中，从而将针锁定在完全缩回的安全位置。

20. 发明申请

US20100191689A1 VIDEO CONTENT ANALYSIS FOR AUTOMATIC DEMOGRAPHICS RECOGNITION OF USERS AND VIDEOS 审中-公开
标题翻译：视频内容分析用于自动人脸识别用户和视频
公开(公告)号：US20100191689A1
公开(公告)日：2010-07-29
申请号：US12392987
申请日：2009-02-25
申请人： Corinna Cortes , Sanjiv Kumar , Ameesh Makadia , Gideon Mann , Jay Yagnik , Ming Zhao
发明人： Corinna Cortes , Sanjiv Kumar , Ameesh Makadia , Gideon Mann , Jay Yagnik , Ming Zhao
IPC分类号： G06N5/02 , H04N7/10
CPC分类号： H04N21/2407 , G06F16/735 , G06F16/78 , G06F16/783 , G06F16/7867 , G06K9/00711 , H04N21/23418 , H04N21/25883 , H04N21/4668 , H04N21/4826
摘要： 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.
摘要翻译：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。

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