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21. 发明授权

US07647331B2 Detecting duplicate images using hash code grouping 有权
标题翻译：使用哈希码分组检测重复的图像
公开(公告)号：US07647331B2
公开(公告)日：2010-01-12
申请号：US11277727
申请日：2006-03-28
申请人： Mingjing Li , Bin Wang , Wei-Ying Ma , Zhiwei Li
发明人： Mingjing Li , Bin Wang , Wei-Ying Ma , Zhiwei Li
IPC分类号： G06F7/00 , G06F17/00 , G06K9/56 , G06K9/68
CPC分类号： G06F17/30864
摘要： A duplicate image detection system generates an image table that maps hash codes of images to their corresponding images. The image table may group images according to their group identifiers generated from the most significant elements of the hash codes based on significance of the elements in representing an image. The image table thus segregates images by their group identifiers. To detect a duplicate image of a target image, the detection system generates a target hash code for the target image. The detection system then identifies the group of the target image based on the group identifier of the target hash code. After identifying the group identifier, the detection system searches the corresponding group table to identify hash codes that have values that are similar to the target hash code. The detection system then selects the images associated with those similar hash codes as being duplicates of the target image.
摘要翻译：复制图像检测系统生成将图像的哈希码映射到其对应图像的图像表。图像表可以根据基于代表图像的元素的重要性从哈希码的最重要元素生成的组标识符来对图像进行分组。因此，图像表通过其组标识符隔离图像。为了检测目标图像的重复图像，检测系统生成目标图像的目标散列码。然后，检测系统基于目标散列码的组标识符来识别目标图像的组。在识别组标识符之后，检测系统搜索对应的组表以识别具有与目标散列码相似的值的散列码。然后，检测系统选择与这些类似的哈希码相关联的图像作为目标图像的重复。

22. 发明申请

US20090076800A1 Dual Cross-Media Relevance Model for Image Annotation 有权
标题翻译：图像注释的双重跨媒体相关性模型
公开(公告)号：US20090076800A1
公开(公告)日：2009-03-19
申请号：US11956331
申请日：2007-12-13
申请人： Mingjing Li , Jing Liu , Bin Wang , Zhiwei Li , Wei-Ying Ma
发明人： Mingjing Li , Jing Liu , Bin Wang , Zhiwei Li , Wei-Ying Ma
IPC分类号： G06F17/21
CPC分类号： G06F17/241 , G06F17/2735
摘要： A dual cross-media relevance model (DCMRM) is used for automatic image annotation. In contrast to the traditional relevance models which calculate the joint probability of words and images over a training image database, the DCMRM model estimates the joint probability by calculating the expectation over words in a predefined lexicon. The DCMRM model may be advantageous because a predefined lexicon potentially has better behavior than a training image database. The DCMRM model also takes advantage of content-based techniques and image search techniques to define the word-to-image and word-to-word relations involved in image annotation. Both relations can be estimated by using image search techniques on the web data as well as available training data.
摘要翻译：双重跨媒体相关性模型（DCMRM）用于自动图像注释。与在训练图像数据库中计算单词和图像的联合概率的传统相关性模型相反，DCMRM模型通过计算预定义词典中的单词的期望来估计联合概率。 DCMRM模型可能是有利的，因为预定义词典潜在地具有比训练图像数据库更好的行为。 DCMRM模型还利用基于内容的技术和图像搜索技术来定义图像注释中涉及的单词到图像和单词对字的关系。可以通过使用图像搜索技术对网络数据以及可用的训练数据来估计这两个关系。

23. 发明申请

US20090063455A1 Bipartite Graph Reinforcement Modeling to Annotate Web Images 有权
标题翻译：用于注释Web图像的二分图加固建模
公开(公告)号：US20090063455A1
公开(公告)日：2009-03-05
申请号：US11848157
申请日：2007-08-30
申请人： Mingjing Li , Wei-Ying Ma , Zhiwei Li , Xiaoguang Rui
发明人： Mingjing Li , Wei-Ying Ma , Zhiwei Li , Xiaoguang Rui
IPC分类号： G06F17/30
CPC分类号： G06F17/30265 , G06F17/30864
摘要： Systems and methods for bipartite graph reinforcement modeling to annotate web images are described. In one aspect the systems and methods implement bipartite graph reinforcement modeling operations to identify a set of annotations that are relevant to a Web image. The systems and methods annotate the Web image with the identified annotations. The systems and methods then index the annotated Web image. Responsive to receiving an image search query from a user, wherein the image search query comprises information relevant to at least a subset of the identified annotations, the image search engine service presents the annotated Web image to the user.
摘要翻译：描述了用于注释网络图像的二分图加强建模的系统和方法。在一个方面，系统和方法实现二分图加强建模操作，以识别与Web图像相关的一组注释。系统和方法用已识别的注释注释Web图像。系统和方法然后索引注释的Web图像。响应于从用户接收图像搜索查询，其中所述图像搜索查询包括与所识别的注释的至少一个子集相关的信息，所述图像搜索引擎服务将所述注释的Web图像呈现给所述用户。

24. 发明申请

US20090041366A1 GENERATING SEARCH REQUESTS FROM MULTIMODAL QUERIES 有权
标题翻译：生成多个查询的搜索请求
公开(公告)号：US20090041366A1
公开(公告)日：2009-02-12
申请号：US12247958
申请日：2008-10-08
申请人： Ming Jing Li , Wei-Ying Ma , Xing Xie , Xin Fan , Zhiwei Li
发明人： Ming Jing Li , Wei-Ying Ma , Xing Xie , Xin Fan , Zhiwei Li
IPC分类号： G06K9/36
CPC分类号： G06F17/30864 , Y10S707/99945 , Y10S707/99948
摘要： A method and system for generating a search request from a multimodal query that includes a query image and query text is provided. The multimodal query system identifies images of a collection that are textually related to the query image based on similarity between words associated with each image and the query text. The multimodal query system then selects those images of the identified images that are visually related to the query image. The multimodal query system may formulate a search request based on keywords of web pages that contain the selected images and submit that search request to a search engine service.
摘要翻译：提供了一种用于从包含查询图像和查询文本的多模式查询生成搜索请求的方法和系统。多模式查询系统基于与每个图像相关联的单词与查询文本之间的相似度来识别与查询图像文本相关的集合的图像。多模式查询系统然后选择与查询图像视觉相关的识别图像的那些图像。多模式查询系统可以基于包含所选图像的网页的关键词来制定搜索请求，并将该搜索请求提交给搜索引擎服务。

25. 发明申请

US20080313177A1 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：US20080313177A1
公开(公告)日：2008-12-18
申请号：US12196208
申请日：2008-08-21
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。

26. 发明申请

US20070239756A1 Detecting Duplicate Images Using Hash Code Grouping 有权
标题翻译：使用哈希代码分组检测重复的图像
公开(公告)号：US20070239756A1
公开(公告)日：2007-10-11
申请号：US11277727
申请日：2006-03-28
申请人： Mingjing Li , Bin Wang , Wei-Ying Ma , Zhiwei Li
发明人： Mingjing Li , Bin Wang , Wei-Ying Ma , Zhiwei Li
IPC分类号： G06F7/00
CPC分类号： G06F17/30864
摘要： A duplicate image detection system generates an image table that maps hash codes of images to their corresponding images. The image table may group images according to their group identifiers generated from the most significant elements of the hash codes based on significance of the elements in representing an image. The image table thus segregates images by their group identifiers. To detect a duplicate image of a target image, the detection system generates a target hash code for the target image. The detection system then identifies the group of the target image based on the group identifier of the target hash code. After identifying the group identifier, the detection system searches the corresponding group table to identify hash codes that have values that are similar to the target hash code. The detection system then selects the images associated with those similar hash codes as being duplicates of the target image.
摘要翻译：复制图像检测系统生成将图像的哈希码映射到其对应图像的图像表。图像表可以根据基于代表图像的元素的重要性从哈希码的最重要元素生成的组标识符来对图像进行分组。因此，图像表通过其组标识符隔离图像。为了检测目标图像的重复图像，检测系统生成目标图像的目标散列码。然后，检测系统基于目标散列码的组标识符来识别目标图像的组。在识别组标识符之后，检测系统搜索对应的组表以识别具有与目标散列码相似的值的散列码。然后，检测系统选择与这些类似的哈希码相关联的图像作为目标图像的重复。

27. 发明申请

US20070067345A1 Generating search requests from multimodal queries 有权
标题翻译：从多模态查询生成搜索请求
公开(公告)号：US20070067345A1
公开(公告)日：2007-03-22
申请号：US11233352
申请日：2005-09-21
申请人： Ming Li , Wei-Ying Ma , Xing Xie , Xin Fan , Zhiwei Li
发明人： Ming Li , Wei-Ying Ma , Xing Xie , Xin Fan , Zhiwei Li
IPC分类号： G06F7/00
CPC分类号： G06F17/30864 , Y10S707/99945 , Y10S707/99948
摘要： A method and system for generating a search request from a multimodal query that includes a query image and query text is provided. The multimodal query system identifies images of a collection that are textually related to the query image based on similarity between words associated with each image and the query text. The multimodal query system then selects those images of the identified images that are visually related to the query image. The multimodal query system may formulate a search request based on keywords of web pages that contain the selected images and submit that search request to a search engine service.
摘要翻译：提供了一种用于从包含查询图像和查询文本的多模式查询生成搜索请求的方法和系统。多模式查询系统基于与每个图像相关联的单词与查询文本之间的相似度来识别与查询图像文本相关的集合的图像。多模式查询系统然后选择与查询图像视觉相关的识别图像的那些图像。多模式查询系统可以基于包含所选图像的网页的关键词来制定搜索请求，并将该搜索请求提交给搜索引擎服务。

28. 发明授权

US08250067B2 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：US08250067B2
公开(公告)日：2012-08-21
申请号：US13183286
申请日：2011-07-14
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。

29. 发明申请

US20120093371A1 GENERATING SEARCH REQUESTS FROM MULTIMODAL QUERIES 审中-公开
标题翻译：生成多个查询的搜索请求
公开(公告)号：US20120093371A1
公开(公告)日：2012-04-19
申请号：US13332248
申请日：2011-12-20
申请人： Ming Jing Li , Wei-Ying Ma , Xing Xie , Xin Fan , Zhiwei Li
发明人： Ming Jing Li , Wei-Ying Ma , Xing Xie , Xin Fan , Zhiwei Li
IPC分类号： G06K9/00 , G06K9/54
CPC分类号： G06F16/951 , Y10S707/99945 , Y10S707/99948
摘要： A method and system for generating a search request from a multimodal query that includes a query image and query text is provided. The multimodal query system identifies images of a collection that are textually related to the query image based on similarity between words associated with each image and the query text. The multimodal query system then selects those images of the identified images that are visually related to the query image. The multimodal query system may formulate a search request based on keywords of web pages that contain the selected images and submit that search request to a search engine service.
摘要翻译：提供了一种用于从包含查询图像和查询文本的多模式查询生成搜索请求的方法和系统。多模式查询系统基于与每个图像相关联的单词与查询文本之间的相似度来识别与查询图像文本相关的集合的图像。多模式查询系统然后选择与查询图像视觉相关的识别图像的那些图像。多模式查询系统可以基于包含所选图像的网页的关键词来制定搜索请求，并将该搜索请求提交给搜索引擎服务。

30. 发明申请

US20110270821A1 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：US20110270821A1
公开(公告)日：2011-11-03
申请号：US13183286
申请日：2011-07-14
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。

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