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11. 发明申请

US20090006189A1 DISPLAYING OF ADVERTISEMENT-INFUSED THUMBNAILS OF IMAGES 审中-公开
标题翻译：显示广告投放图像的图像
公开(公告)号：US20090006189A1
公开(公告)日：2009-01-01
申请号：US11769518
申请日：2007-06-27
申请人： Lei Zhang , Wei-Ying Ma , Ruochi Zhang , Zhiwei Li , Hsiao-Wuen Hon , Heung-Yeung Shum
发明人： Lei Zhang , Wei-Ying Ma , Ruochi Zhang , Zhiwei Li , Hsiao-Wuen Hon , Heung-Yeung Shum
IPC分类号： G06Q30/00
CPC分类号： G06Q30/02 , G06Q30/0247 , G06Q30/0277
摘要： An image advertisement system of a computing device displays as part of a display page an advertisement-infused thumbnail of an image prior to displaying the image. The image advertisement system initially receives a display page with an indication of an image to be displayed as part of the display page. The image advertisement system generates an advertisement-infused thumbnail of the image by combining advertisement content with a thumbnail of the image. The image advertisement system then displays the display page with the advertisement-infused thumbnail of the image in place of the image. The image advertisement system then replaces the displayed advertisement-infused thumbnail with the image.
摘要翻译：计算设备的图像广告系统在显示图像之前，将图像的广告注入的缩略图显示为显示页面的一部分。图像广告系统最初接收具有作为显示页面的一部分显示的图像的指示的显示页面。图像广告系统通过将广告内容与图像的缩略图组合来生成图像的广告注入的缩略图。图像广告系统然后显示具有图像的广告输入的缩略图的显示页面来代替图像。然后，图像广告系统用图像代替显示的广告输入的缩略图。

12. 发明授权

US07433895B2 Adding dominant media elements to search results 有权
标题翻译：添加主要媒体元素以搜索结果
公开(公告)号：US07433895B2
公开(公告)日：2008-10-07
申请号：US11166775
申请日：2005-06-24
申请人： Ming Jing Li , Shuming Shi , Wei-Ying Ma , Zhiwei Li
发明人： Ming Jing Li , Shuming Shi , Wei-Ying Ma , Zhiwei Li
IPC分类号： G06F17/30
CPC分类号： G06F17/30864 , G06F17/30899 , Y10S707/99933 , Y10S707/99935 , Y10S707/99945 , Y10S707/99948
摘要： A method and system for determining dominance of the media elements of display pages is provided. The dominance system provides a scoring mechanism for scoring the dominance of media elements of display pages based on features of each media element of the display page. To generate the scores for the media elements of the display page, the dominance system first identifies the media elements and then identifies the features of the media elements. The dominance system then scores the identified media elements using the provided scoring mechanism and the identified features.
摘要翻译：提供了一种用于确定显示页面的媒体元素优势的方法和系统。优势系统提供了一种评分机制，用于基于显示页面的每个媒体元素的特征来评分显示页面的媒体元素的优势。为了生成显示页面的媒体元素的分数，优势系统首先识别媒体元素，然后识别媒体元素的特征。优势系统然后使用提供的评分机制和识别的特征对所识别的媒体元素进行评分。

13. 发明申请

US20080215561A1 SCORING RELEVANCE OF A DOCUMENT BASED ON IMAGE TEXT 有权
标题翻译：根据图像文本对文档的相关性进行分类
公开(公告)号：US20080215561A1
公开(公告)日：2008-09-04
申请号：US11681161
申请日：2007-03-01
申请人： Qing Yu , Shuming Shi , Zhiwei Li , Ji-Rong Wen , Wei-Ying Ma
发明人： Qing Yu , Shuming Shi , Zhiwei Li , Ji-Rong Wen , Wei-Ying Ma
IPC分类号： G06F17/30
CPC分类号： G06F17/30864 , G06F17/30265
摘要： A method and system for determining relevance of a document having text and images to a text string is provided. A scoring system identifies image text associated with an image of the document. The scoring system calculates an image score indicating relevance of the image text to the text string. The image score may be used in many applications, such as searching, summary generation, and document classification, image search, and image classification.
摘要翻译：提供了一种用于确定具有文本和图像的文档与文本串的相关性的方法和系统。评分系统识别与文档的图像相关联的图像文本。评分系统计算指示图像文本与文本字符串的相关性的图像分数。图像分数可以用于许多应用中，例如搜索，汇总生成和文档分类，图像搜索和图像分类。

14. 发明申请

US20070203940A1 Propagating relevance from labeled documents to unlabeled documents 有权
标题翻译：从标签文档到未标记的文档传播相关性
公开(公告)号：US20070203940A1
公开(公告)日：2007-08-30
申请号：US11364807
申请日：2006-02-27
申请人： Jue Wang , Mingjing Li , Wei-Ying Ma , Zhiwei Li
发明人： Jue Wang , Mingjing Li , Wei-Ying Ma , Zhiwei Li
IPC分类号： G06F17/00
CPC分类号： G06F17/30864
摘要： A method and system for propagating the relevance of labeled documents to a query to unlabeled documents is provided. The propagation system provides training data that includes queries, documents labeled with their relevance to the queries, and unlabeled documents. The propagation system then calculates the similarity between pairs of documents in the training data. The propagation system then propagates the relevance of the labeled documents to similar, but unlabeled, documents. The propagation system may iteratively propagate labels of the documents until the labels converge on a solution. The training data with the propagated relevances can then be used to train a ranking function.
摘要翻译：提供了一种用于将标记的文档的相关性传播到未标记文档的查询的方法和系统。传播系统提供包括查询，标记为与查询相关的文档以及未标记的文档的培训数据。传播系统然后计算训练数据中文档对之间的相似度。传播系统然后将标记的文档的相关性传播到类似但未标记的文档。传播系统可以迭代地传播文档的标签，直到标签收敛在解决方案上。然后可以使用具有传播相关性的训练数据来训练排序功能。

15. 发明申请

US20070162408A1 Content Object Indexing Using Domain Knowledge 有权
标题翻译：使用域知识的内容对象索引
公开(公告)号：US20070162408A1
公开(公告)日：2007-07-12
申请号：US11275509
申请日：2006-01-11
申请人： Wei-Ying Ma , Lie Lu , Ji-Rong Wen , Zhiwei Li , Zaiqing Nie , Hsiao-Wuen Hon
发明人： Wei-Ying Ma , Lie Lu , Ji-Rong Wen , Zhiwei Li , Zaiqing Nie , Hsiao-Wuen Hon
IPC分类号： G06N5/02
CPC分类号： G06F17/30613
摘要： A content object indexing process including creating a content object knowledge index, calculating a description vector of a target content object, and indexing the target content object by searching for the description vector in the content object knowledge database. It may be difficult to search for an exact content object such as a music file or academic researcher as a conventional search index may not include related hierarchical information. A content object indexing process may add hierarchical information taken from a content object knowledge index and incorporate the hierarchical information to the index entry for a specific content object. An application of such a content object indexing process may be a world wide web search engine.
摘要翻译：内容对象索引处理包括创建内容对象知识索引，计算目标内容对象的描述向量，并通过搜索内容对象知识库中的描述向量来索引目标内容对象。可能难以搜索诸如音乐文件或学术研究者的确切内容对象，因为传统的搜索索引可能不包括相关的分层信息。内容对象索引处理可以添加从内容对象知识索引获取的分层信息，并且将分层信息并入特定内容对象的索引条目。这样的内容对象索引处理的应用可以是万维网搜索引擎。

16. 发明申请

US20060294068A1 Adding dominant media elements to search results 有权
标题翻译：添加主要媒体元素以搜索结果
公开(公告)号：US20060294068A1
公开(公告)日：2006-12-28
申请号：US11166775
申请日：2005-06-24
申请人： Ming Li , Shuming Shi , Wei-Ying Ma , Zhiwei Li
发明人： Ming Li , Shuming Shi , Wei-Ying Ma , Zhiwei Li
IPC分类号： G06F17/30
CPC分类号： G06F17/30864 , G06F17/30899 , Y10S707/99933 , Y10S707/99935 , Y10S707/99945 , Y10S707/99948
摘要： A method and system for determining dominance of the media elements of display pages is provided. The dominance system provides a scoring mechanism for scoring the dominance of media elements of display pages based on features of each media element of the display page. To generate the scores for the media elements of the display page, the dominance system first identifies the media elements and then identifies the features of the media elements. The dominance system then scores the identified media elements using the provided scoring mechanism and the identified features.
摘要翻译：提供了一种用于确定显示页面的媒体元素优势的方法和系统。优势系统提供了一种评分机制，用于基于显示页面的每个媒体元素的特征来评分显示页面的媒体元素的优势。为了生成显示页面的媒体元素的分数，优势系统首先识别媒体元素，然后识别媒体元素的特征。优势系统然后使用提供的评分机制和识别的特征对所识别的媒体元素进行评分。

17. 发明申请

US20060155684A1 Systems and methods to present web image search results for effective image browsing 有权
公开(公告)号：US20060155684A1
公开(公告)日：2006-07-13
申请号：US11034443
申请日：2005-01-12
申请人： Hao Liu , Wei-Ying Ma , Xing Xie , Zhiwei Li
发明人： Hao Liu , Wei-Ying Ma , Xing Xie , Zhiwei Li
IPC分类号： G06F7/00 , G06F17/00
CPC分类号： G06F17/30274 , G06F17/30873 , Y10S707/99945 , Y10S707/99948
摘要： Systems and methods to present web image search results for effective image browsing are described. In one aspect, task-based attention objects for each of multiple images associated with image search results are generated. Thumbnail images from respective ones of the images are created as a function of at least the task-based attention objects. The thumbnail images emphasize image region(s) of greater priority to a user in view of a keyword or expanded keyword associated with the search results.

18. 发明授权

US08224849B2 Object similarity search in high-dimensional vector spaces 有权
标题翻译：高维向量空间中的对象相似度搜索
公开(公告)号：US08224849B2
公开(公告)日：2012-07-17
申请号：US13092083
申请日：2011-04-21
申请人： Ming Jing Li , Wei-Ying Ma , Zhiwei Li , Bin Wang
发明人： Ming Jing Li , Wei-Ying Ma , Zhiwei Li , Bin Wang
IPC分类号： G06F7/00 , G06F17/30
CPC分类号： G06F17/3025 , G06F17/30864 , G06K9/4642 , G06K9/6282
摘要： An object search system generates a hierarchical clustering of objects of a collection based on similarity of the objects. The object search system generates a separate hierarchical clustering of objects for multiple features of the objects. To identify objects similar to a target object, the object search system first generates a feature vector for the target object. For each feature of the feature vector, the object search system uses the hierarchical clustering of objects to identify the cluster of objects that is most “feature similar” to that feature of the target object. The object search system indicates the similarity of each candidate object based on the features for which the candidate object is similar.
摘要翻译：对象搜索系统基于对象的相似性生成集合的对象的分层聚类。对象搜索系统为对象的多个特征生成对象的单独分层聚类。为了识别与目标对象类似的对象，对象搜索系统首先生成目标对象的特征向量。对于特征向量的每个特征，对象搜索系统使用对象的分层聚类来识别与目标对象的特征最“特征相似”的对象簇。对象搜索系统基于候选对象相似的特征来指示每个候选对象的相似性。

19. 发明授权

US08019763B2 Propagating relevance from labeled documents to unlabeled documents 有权
标题翻译：从标签文档到未标记的文档传播相关性
公开(公告)号：US08019763B2
公开(公告)日：2011-09-13
申请号：US11364807
申请日：2006-02-27
申请人： Jue Wang , Mingjing Li , Wei-Ying Ma , Zhiwei Li
发明人： Jue Wang , Mingjing Li , Wei-Ying Ma , Zhiwei Li
IPC分类号： G07F17/30 , G07F7/00
CPC分类号： G06F17/30864
摘要： A method and system for propagating the relevance of labeled documents to a query to unlabeled documents is provided. The propagation system provides training data that includes queries, documents labeled with their relevance to the queries, and unlabeled documents. The propagation system then calculates the similarity between pairs of documents in the training data. The propagation system then propagates the relevance of the labeled documents to similar, but unlabeled, documents. The propagation system may iteratively propagate labels of the documents until the labels converge on a solution. The training data with the propagated relevances can then be used to train a ranking function.
摘要翻译：提供了一种用于将标记的文档的相关性传播到未标记文档的查询的方法和系统。传播系统提供包括查询，标记为与查询相关的文档以及未标记的文档的培训数据。传播系统然后计算训练数据中文档对之间的相似度。传播系统然后将标记的文档的相关性传播到类似但未标记的文档。传播系统可以迭代地传播文档的标签，直到标签收敛在解决方案上。然后可以使用具有传播相关性的训练数据来训练排序功能。

20. 发明授权

US07840502B2 Classification of images as advertisement images or non-advertisement images of web pages 有权
标题翻译：将图像分类为网页的广告图像或非广告图像
公开(公告)号：US07840502B2
公开(公告)日：2010-11-23
申请号：US11762553
申请日：2007-06-13
申请人： Mingjing Li , Zhiwei Li , Dongfang Li , Bin Wang
发明人： Mingjing Li , Zhiwei Li , Dongfang Li , Bin Wang
IPC分类号： G06F15/18
CPC分类号： G06Q30/02 , G06Q30/0277
摘要： An advertisement image classification system trains a binary classifier to classify images as advertisement images or non-advertisement images and then uses the binary classifier to classify images of web pages as advertisement images or non-advertisement images. During a training phase, the classification system generates training data of feature vectors representing the images and labels indicating whether an image is an advertisement image or a non-advertisement image. The classification system trains a binary classifier to classify images using training data. During a classification phase, the classification system inputs a web page with an image and generates a feature vector for the image. The classification system then applies the trained binary classifier to the feature vector to generate a score indicating whether the image is an advertisement image or a non-advertisement image.
摘要翻译：广告图像分类系统训练二进制分类器将图像分类为广告图像或非广告图像，然后使用二进制分类器将网页的图像分类为广告图像或非广告图像。在训练阶段，分类系统生成表示图像的特征向量的训练数据，以及指示图像是广告图像还是非广告图像的标签。分类系统训练二进制分类器，以使用训练数据对图像进行分类。在分类阶段，分类系统输入具有图像的网页，并生成图像的特征向量。然后，分类系统将经过训练的二进制分类器应用于特征向量，以生成指示图像是广告图像还是非广告图像的分数。

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