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1. 发明授权

US07590267B2 Accelerated face detection based on prior probability of a view 有权
标题翻译：基于先验概率的加速面部检测
公开(公告)号：US07590267B2
公开(公告)日：2009-09-15
申请号：US11142817
申请日：2005-05-31
申请人： Rong Xiao , Lei Zhang , Yan-Feng Sun , Wei-Ying Ma
发明人： Rong Xiao , Lei Zhang , Yan-Feng Sun , Wei-Ying Ma
IPC分类号： G06K9/00 , G06K9/36 , H04N9/04
CPC分类号： G06K9/00248
摘要： A method and system for detecting faces at different views within images that allocates the computational effort based on a prior probability associated with a view is provided. A face detection system determines whether an image contains a face using detectors that are adapted to detect faces at various views and a filter that filters out windows of the image that are provided to a detector based on a prior probability associated with the view of the detector. Each view has an associated prior probability that a face from a collection of real-life home photographs will be at that view. The face detection system allocates increasing computational effort to a detector as the prior probability of its view increases.
摘要翻译：提供了一种用于在图像内的不同视图处检测面部的方法和系统，该方法和系统基于与视图相关联的先验概率来分配计算量。面部检测系统基于与检测器的视图相关联的先验概率来确定图像是否包含使用适于检测各种视图的面部的检测器的面部和滤波器，该滤波器滤除提供给检测器的图像的窗口。每个视图具有相关联的先前概率，即来自现实家庭照片的集合的面部将在该视图中。面部检测系统随着其视图的先前概率增加而将增加的计算量分配给检测器。

2. 发明申请

US20070053585A1 Accelerated face detection based on prior probability of a view 有权
标题翻译：基于先验概率的加速面部检测
公开(公告)号：US20070053585A1
公开(公告)日：2007-03-08
申请号：US11142817
申请日：2005-05-31
申请人： Rong Xiao , Lei Zhang , Yan-Feng Sun , Wei-Ying Ma
发明人： Rong Xiao , Lei Zhang , Yan-Feng Sun , Wei-Ying Ma
IPC分类号： G06K9/62 , G06K9/46 , G06K9/00
CPC分类号： G06K9/00248
摘要： A method and system for detecting faces at different views within images that allocates the computational effort based on a prior probability associated with a view is provided. A face detection system determines whether an image contains a face using detectors that are adapted to detect faces at various views and a filter that filters out windows of the image that are provided to a detector based on a prior probability associated with the view of the detector. Each view has an associated prior probability that a face from a collection of real-life home photographs will be at that view. The face detection system allocates increasing computational effort to a detector as the prior probability of its view increases.
摘要翻译：提供了一种用于在图像内的不同视图处检测面部的方法和系统，该方法和系统基于与视图相关联的先验概率来分配计算量。面部检测系统基于与检测器的视图相关联的先验概率来确定图像是否包含使用适于检测各种视图的面部的检测器的面部和滤波器，该滤波器滤除提供给检测器的图像的窗口。每个视图具有相关联的先前概率，即来自现实家庭照片的集合的面部将在该视图中。面部检测系统随着其视图的先前概率增加而将增加的计算量分配给检测器。

3. 发明授权

US07403642B2 Efficient propagation for face annotation 有权
标题翻译：面部注释的高效传播
公开(公告)号：US07403642B2
公开(公告)日：2008-07-22
申请号：US11111696
申请日：2005-04-21
申请人： Lei Zhang , Mingjing Li , Wei-Ying Ma , Yan-Feng Sun , Yuxiao Hu
发明人： Lei Zhang , Mingjing Li , Wei-Ying Ma , Yan-Feng Sun , Yuxiao Hu
IPC分类号： G06K9/00
CPC分类号： G06K9/00288 , G06F17/30265 , G06F17/30274 , G06K9/6221 , G06K2009/00328 , Y10S707/99945 , Y10S707/99948
摘要： Systems, engines, user interfaces, and methods allow a user to select a group of images, such as digital photographs, and assign to the group of images the name of a person who is represented in each of the images. The name is automatically propagated to the face of the person, each time the person's face occurs in an image. In one implementation, names and associations are shared between a browsing mode for viewing multiple images at once and a viewer mode, for viewing one image at a time. The browsing mode can provide a menu of candidate names for annotating a face in a single image of the viewer mode. Likewise, the viewer mode can provide annotated face information to the browser mode for facilitating name propagation. Identification of a person's face in multiple images can be accomplished not only by finding similarities in facial features but also by finding similarities in contextual features near the face in different images.
摘要翻译：系统，引擎，用户界面和方法允许用户选择一组图像，例如数字照片，并且在图像组中分配在每个图像中表示的人的姓名。每当人的脸发生在图像中时，名称将自动传播到人的脸部。在一个实现中，名称和关联在用于一次查看多个图像的浏览模式和观看者模式之间共享，以便一次查看一个图像。浏览模式可以提供用于在观看者模式的单个图像中注释脸部的候选名称的菜单。类似地，观看者模式可以向浏览器模式提供注释的面部信息，以便于名称传播。可以通过在面部特征中发现相似性，而且通过在不同图像中的脸部附近的上下文特征中找到相似性来实现多个图像中的人脸识别。

4. 发明申请

US20080152201A1 Efficient Propagation for Face Annotation 审中-公开
标题翻译：面部注释的有效传播
公开(公告)号：US20080152201A1
公开(公告)日：2008-06-26
申请号：US12047247
申请日：2008-03-12
申请人： Lei Zhang , Mingjing Li , Wei-Ying Ma , Yan-Feng Sun , Yuxiao Hu
发明人： Lei Zhang , Mingjing Li , Wei-Ying Ma , Yan-Feng Sun , Yuxiao Hu
IPC分类号： G06K9/46 , G06K9/00
CPC分类号： G06K9/00288 , G06F16/54 , G06F16/58 , G06K9/6221 , G06K2009/00328 , Y10S707/99945 , Y10S707/99948
摘要： Systems, engines, user interfaces, and methods allow a user to select a group of images, such as digital photographs, and assign to the group of images the name of a person who is represented in each of the images. The name is automatically propagated to the face of the person, each time the person's face occurs in an image. In one implementation, names and associations are shared between a browsing mode for viewing multiple images at once and a viewer mode, for viewing one image at a time. The browsing mode can provide a menu of candidate names for annotating a face in a single image of the viewer mode. Likewise, the viewer mode can provide annotated face information to the browser mode for facilitating name propagation. Identification of a person's face in multiple images can be accomplished not only by finding similarities in facial features but also by finding similarities in contextual features near the face in different images.
摘要翻译：系统，引擎，用户界面和方法允许用户选择一组图像，例如数字照片，并且在图像组中分配在每个图像中表示的人的姓名。每当人的脸发生在图像中时，名称将自动传播到人的脸部。在一个实现中，名称和关联在用于一次查看多个图像的浏览模式和观看者模式之间共享，以便一次查看一个图像。浏览模式可以提供用于在观看者模式的单个图像中注释脸部的候选名称的菜单。类似地，观看者模式可以向浏览器模式提供注释的面部信息，以便于名称传播。可以通过在面部特征中发现相似性，而且通过在不同图像中的脸部附近的上下文特征中找到相似性来实现多个图像中的人脸识别。

5. 发明申请

US20060239515A1 Efficient propagation for face annotation 有权
标题翻译：面部注释的高效传播
公开(公告)号：US20060239515A1
公开(公告)日：2006-10-26
申请号：US11111696
申请日：2005-04-21
申请人： Lei Zhang , Mingjing Li , Wei-Ying Ma , Yan-Feng Sun , Yuxiao Hu
发明人： Lei Zhang , Mingjing Li , Wei-Ying Ma , Yan-Feng Sun , Yuxiao Hu
IPC分类号： G06F17/00 , G06K9/00 , G06K9/54
CPC分类号： G06K9/00288 , G06F17/30265 , G06F17/30274 , G06K9/6221 , G06K2009/00328 , Y10S707/99945 , Y10S707/99948
摘要： Systems, engines, user interfaces, and methods allow a user to select a group of images, such as digital photographs, and assign to the group of images the name of a person who is represented in each of the images. The name is automatically propagated to the face of the person, each time the person's face occurs in an image. In one implementation, names and associations are shared between a browsing mode for viewing multiple images at once and a viewer mode, for viewing one image at a time. The browsing mode can provide a menu of candidate names for annotating a face in a single image of the viewer mode. Likewise, the viewer mode can provide annotated face information to the browser mode for facilitating name propagation. Identification of a person's face in multiple images can be accomplished not only by finding similarities in facial features but also by finding similarities in contextual features near the face in different images.
摘要翻译：系统，引擎，用户界面和方法允许用户选择一组图像，例如数字照片，并且在图像组中分配在每个图像中表示的人的姓名。每当人的脸发生在图像中时，名称将自动传播到人的脸部。在一个实现中，名称和关联在用于一次查看多个图像的浏览模式和观看者模式之间共享，以便一次查看一个图像。浏览模式可以提供用于在观看者模式的单个图像中注释脸部的候选名称的菜单。类似地，观看者模式可以向浏览器模式提供注释的面部信息，以便于名称传播。可以通过在面部特征中发现相似性，而且通过在不同图像中的脸部附近的上下文特征中找到相似性来实现多个图像中的人脸识别。

6. 发明授权

US07529390B2 Automatically cropping an image 有权
标题翻译：自动裁剪图像
公开(公告)号：US07529390B2
公开(公告)日：2009-05-05
申请号：US11242605
申请日：2005-10-03
申请人： Lei Zhang , Mingju Zhang , Wei-Ying Ma , Yan-Feng Sun
发明人： Lei Zhang , Mingju Zhang , Wei-Ying Ma , Yan-Feng Sun
IPC分类号： G06K9/00
CPC分类号： H04N1/3873 , G06K9/00221 , G06K9/42 , G06T7/74 , G06T2207/20132 , G06T2207/30201
摘要： A method and system for cropping an image is provided. The cropping system automatically crops an image by selecting an image template whose condition is best satisfied by the image and then by selecting a cropping of the image that best attains the goal of the selected image template. The cropping system may use a metric or objective function to rate how well a cropping attains the goal of the selected image template. The cropping system may apply various optimization algorithms to identify a cropping that is the best as indicated by the metric. The cropping system can then automatically crop the image based on the identified cropping.
摘要翻译：提供了一种用于裁剪图像的方法和系统。裁剪系统通过选择图像最适合条件的图像模板自动裁剪图像，然后选择最佳达到所选图像模板目标的图像裁剪。裁剪系统可以使用度量或目标函数来评估裁剪达到所选图像模板的目标的程度。裁剪系统可以应用各种优化算法来识别由度量指示的最佳裁剪。然后，裁剪系统可以根据识别的裁剪自动裁剪图像。

7. 发明申请

US20070076979A1 Automatically cropping an image 有权
标题翻译：自动裁剪图像
公开(公告)号：US20070076979A1
公开(公告)日：2007-04-05
申请号：US11242605
申请日：2005-10-03
申请人： Lei Zhang , Mingju Zhang , Wei-Ying Ma , Yan-Feng Sun
发明人： Lei Zhang , Mingju Zhang , Wei-Ying Ma , Yan-Feng Sun
IPC分类号： G06K9/20 , G06K9/62
CPC分类号： H04N1/3873 , G06K9/00221 , G06K9/42 , G06T7/74 , G06T2207/20132 , G06T2207/30201
摘要： A method and system for cropping an image is provided. The cropping system automatically crops an image by selecting an image template whose condition is best satisfied by the image and then by selecting a cropping of the image that best attains the goal of the selected image template. The cropping system may use a metric or objective function to rate how well a cropping attains the goal of the selected image template. The cropping system may apply various optimization algorithms to identify a cropping that is the best as indicated by the metric. The cropping system can then automatically crop the image based on the identified cropping.
摘要翻译：提供了一种用于裁剪图像的方法和系统。裁剪系统通过选择图像最适合条件的图像模板自动裁剪图像，然后选择最佳达到所选图像模板目标的图像裁剪。裁剪系统可以使用度量或目标函数来评估裁剪达到所选图像模板的目标的程度。裁剪系统可以应用各种优化算法来识别由度量指示的最佳裁剪。然后，裁剪系统可以根据识别的裁剪自动裁剪图像。

8. 发明授权

US08700600B2 Web forum crawling using skeletal links 有权
标题翻译：使用骨架链接的网页论坛抓取
公开(公告)号：US08700600B2
公开(公告)日：2014-04-15
申请号：US13351952
申请日：2012-01-17
申请人： Lei Zhang , Wei-Ying Ma , Wei Lai , Jiangming Yang , Rui Cai
发明人： Lei Zhang , Wei-Ying Ma , Wei Lai , Jiangming Yang , Rui Cai
IPC分类号： G06F7/20 , G06F17/30
CPC分类号： G06F17/30864
摘要： A method and system for identifying informative links of a web site for use in crawling the web site is provided. A forum crawler analyzes sample web pages of a web forum to identify informative links and then crawls the web forum by following links determined to be informative and not following other links. The forum crawler system determines whether links are informative based on whether they are part of the overall structure of the web site or are used to select sequential information that has been split onto multiple web pages.
摘要翻译：提供了一种用于识别用于爬行网站的网站的信息链接的方法和系统。论坛搜寻器分析网页论坛的示例网页，以识别信息链接，然后通过确定为信息而不是遵循其他链接的链接抓取网页论坛。论坛搜寻器系统基于它们是网站的整体结构的一部分还是用于选择分割到多个网页上的顺序信息来确定链接是否具有信息性。

9. 发明授权

US08650094B2 Music recommendation using emotional allocation modeling 有权
标题翻译：音乐推荐使用情感配置建模
公开(公告)号：US08650094B2
公开(公告)日：2014-02-11
申请号：US12116855
申请日：2008-05-07
申请人： Rui Cai , Lei Zhang , Wei-Ying Ma
发明人： Rui Cai , Lei Zhang , Wei-Ying Ma
IPC分类号： G06Q30/00
CPC分类号： G06Q30/02 , G06Q10/06 , G06Q30/0601 , G06Q30/0603
摘要： An exemplary method includes defining a vocabulary for emotions; extracting descriptions for songs; generating distributions for the songs in an emotion space based at least in part on the vocabulary and the extracted descriptions; extracting salient words from a document; generating a distribution for the document in an emotion space based at least in part on the vocabulary and the extracted salient words; and matching the distribution for the document to one or more of the distributions for the songs. Various other exemplary methods, devices, systems, etc., are also disclosed.
摘要翻译：一种示例性方法包括定义情绪词汇; 提取歌曲的描述; 至少部分地基于词汇和所提取的描述来生成情感空间中的歌曲的分布; 从文档中提取突出的单词; 至少部分地基于词汇和提取的突出词语在情感空间中生成文档的分发; 并将文档的分发与歌曲的一个或多个分发相匹配。还公开了各种其它示例性方法，装置，系统等。

10. 发明授权

US08620912B2 Ranking advertisement(s) based upon advertisement feature(s) 有权
标题翻译：基于广告功能的排名广告
公开(公告)号：US08620912B2
公开(公告)日：2013-12-31
申请号：US12816533
申请日：2010-06-16
申请人： Xin-Jing Wang , Lei Zhang , Wei-Ying Ma
发明人： Xin-Jing Wang , Lei Zhang , Wei-Ying Ma
IPC分类号： G06F7/00 , G06F17/30
CPC分类号： G06Q30/0241 , G06Q30/0251
摘要： While browsing, a user may interact with a wide variety of images. The user may upload and share images taken with a digital camera and/or search for image using a search engine. Because images are rich in contextual information, it may be advantageous to provide additional information, such as adjacent market advertising based upon matching advertisements with contextual information of the images. Accordingly, a query image may be used to retrieve a video frame set. The video frame set may be expanded with related video frames corresponding to adjacent markets. The expanded video frame set may be grouped into clusters of similar frames. The clusters may be used to rank advertisements based upon how similar the advertisements are to the clusters and/or video frames within the clusters. In this way, one or more ranked advertisements may be presented with the query image.
摘要翻译：在浏览时，用户可以与各种图像进行交互。用户可以上传和共享用数码相机拍摄的图像和/或使用搜索引擎来搜索图像。由于图像丰富的上下文信息，提供附加信息可能是有利的，例如基于匹配广告的相邻市场广告与图像的上下文信息。因此，可以使用查询图像来检索视频帧集合。视频帧集可以用对应于相邻市场的相关视频帧进行扩展。扩展的视频帧集可以被分组成类似帧的簇。群集可以用于基于广告与群集内的群集和/或视频帧的相似度来对广告进行排名。以这种方式，可以向查询图像呈现一个或多个排名的广告。

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