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1. 发明授权

US07545985B2 Method and system for learning-based quality assessment of images 有权
标题翻译：图像学习质量评估方法与系统
公开(公告)号：US07545985B2
公开(公告)日：2009-06-09
申请号：US11029913
申请日：2005-01-04
申请人： Hong-Jiang Zhang , Ming Jing Li , Wei-Ying Ma
发明人： Hong-Jiang Zhang , Ming Jing Li , Wei-Ying Ma
IPC分类号： G06K9/62
CPC分类号： G06T7/0002 , G06K9/036
摘要： A method and system for learning-based assessment of the quality of an image is provided. An image quality assessment system trains an image classifier based on a training set of sample images that have quality ratings. To train the classifier, the assessment system generates a feature vector for each sample image representing various attributes of the image. The assessment system may train the classifier using an adaptive boosting technique to calculate a quality score for an image. Once the classifier is trained, the assessment system may calculate the quality of an image by generating a feature vector for that image and applying the trained classifier to the feature vector to calculate the quality score for the image.
摘要翻译：提供了一种用于基于学习的图像质量评估方法和系统。图像质量评估系统基于具有质量等级的样本图像的训练集来训练图像分类器。为了训练分类器，评估系统为表示图像的各种属性的每个样本图像生成特征向量。评估系统可以使用自适应增强技术训练分类器来计算图像的质量分数。一旦分类器被训练，评估系统可以通过生成该图像的特征向量来计算图像的质量，并将经训练的分类器应用于特征向量以计算图像的质量得分。

2. 发明授权

US09396214B2 User interface for viewing clusters of images 有权
标题翻译：用于查看图像群集的用户界面
公开(公告)号：US09396214B2
公开(公告)日：2016-07-19
申请号：US12634662
申请日：2009-12-09
申请人： Feng Jing , Lei Zhang , Ming Jing Li , Wei-Ying Ma , Kefeng Deng
发明人： Feng Jing , Lei Zhang , Ming Jing Li , Wei-Ying Ma , Kefeng Deng
IPC分类号： G06F3/048 , G06F17/30
CPC分类号： G06F17/3028 , G06F3/0482 , G06F3/0485 , G06F17/30265 , G06F17/30274 , G06F17/3053
摘要： A method and system for providing a user interface for presenting images of clusters of an image search result is provided. The user interface system displays the search result in a cluster/view form using a cluster panel and a view panel. The cluster panel contains a cluster area for each cluster. The view panel may contain thumbnails of images of the search result in a list view or a mix view. When a user selects a cluster area from the cluster panel, the user interface system displays a list view of thumbnails for that cluster in the view panel. The user interface system may display a thumbnail list near a cluster area of the cluster panel. The thumbnail list contains mini-thumbnails of the images of the selected cluster. The user interface system may also display a detail view of an image in the view panel when a user selects an image.
摘要翻译：提供了一种用于提供用于呈现图像搜索结果的聚类的图像的用户界面的方法和系统。用户界面系统使用群集面板和视图面板将搜索结果显示在群集/视图窗体中。集群面板包含每个集群的集群区域。视图面板可以在列表视图或混合视图中包含搜索结果的图像的缩略图。当用户从群集面板中选择群集区域时，用户界面系统会在视图面板中显示该群集的缩略图列表视图。用户界面系统可以在集群面板的集群区域附近显示缩略图列表。缩略图列表包含所选集群的图像的迷你缩略图。当用户选择图像时，用户界面系统还可以在视图面板中显示图像的细节视图。

3. 发明授权

US07941442B2 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：US07941442B2
公开(公告)日：2011-05-10
申请号：US11737075
申请日：2007-04-18
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。

4. 发明授权

US07644373B2 User interface for viewing clusters of images 有权
标题翻译：用于查看图像群集的用户界面
公开(公告)号：US07644373B2
公开(公告)日：2010-01-05
申请号：US11337945
申请日：2006-01-23
申请人： Feng Jing , Lei Zhang , Ming Jing Li , Wei-Ying Ma , Kefeng Deng
发明人： Feng Jing , Lei Zhang , Ming Jing Li , Wei-Ying Ma , Kefeng Deng
IPC分类号： G06F3/048 , G06F7/00
CPC分类号： G06F17/3028 , G06F3/0482 , G06F3/0485 , G06F17/30265 , G06F17/30274 , G06F17/3053
摘要： A method and system for providing a user interface for presenting images of clusters of an image search result is provided. The user interface system displays the search result in a cluster/view form using a cluster panel and a view panel. The cluster panel contains a cluster area for each cluster. The view panel may contain thumbnails of images of the search result in a list view or a mix view. When a user selects a cluster area from the cluster panel, the user interface system displays a list view of thumbnails for that cluster in the view panel. The user interface system may display a thumbnail list near a cluster area of the cluster panel. The thumbnail list contains mini-thumbnails of the images of the selected cluster. The user interface system may also display a detail view of an image in the view panel when a user selects an image.
摘要翻译：提供了一种用于提供用于呈现图像搜索结果的聚类的图像的用户界面的方法和系统。用户界面系统使用群集面板和视图面板将搜索结果显示在群集/视图窗体中。集群面板包含每个集群的集群区域。视图面板可以在列表视图或混合视图中包含搜索结果的图像的缩略图。当用户从群集面板中选择群集区域时，用户界面系统会在视图面板中显示该群集的缩略图列表视图。用户界面系统可以在集群面板的集群区域附近显示缩略图列表。缩略图列表包含所选集群的图像的迷你缩略图。当用户选择图像时，用户界面系统还可以在视图面板中显示图像的细节视图。

5. 发明授权

US07996395B2 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：US07996395B2
公开(公告)日：2011-08-09
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。

6. 发明申请

US20100088647A1 USER INTERFACE FOR VIEWING CLUSTERS OF IMAGES 有权
标题翻译：用于查看图像集的用户界面
公开(公告)号：US20100088647A1
公开(公告)日：2010-04-08
申请号：US12634662
申请日：2009-12-09
申请人： Feng Jing , Lei Zhang , Ming Jing Li , Wei-Ying Ma , Kefeng Deng
发明人： Feng Jing , Lei Zhang , Ming Jing Li , Wei-Ying Ma , Kefeng Deng
IPC分类号： G06F3/048 , G06F17/30
CPC分类号： G06F17/3028 , G06F3/0482 , G06F3/0485 , G06F17/30265 , G06F17/30274 , G06F17/3053
摘要： A method and system for providing a user interface for presenting images of clusters of an image search result is provided. The user interface system displays the search result in a cluster/view form using a cluster panel and a view panel. The cluster panel contains a cluster area for each cluster. The view panel may contain thumbnails of images of the search result in a list view or a mix view. When a user selects a cluster area from the cluster panel, the user interface system displays a list view of thumbnails for that cluster in the view panel. The user interface system may display a thumbnail list near a cluster area of the cluster panel. The thumbnail list contains mini-thumbnails of the images of the selected cluster. The user interface system may also display a detail view of an image in the view panel when a user selects an image.
摘要翻译：提供了一种用于提供用于呈现图像搜索结果的聚类的图像的用户界面的方法和系统。用户界面系统使用群集面板和视图面板将搜索结果显示在群集/视图窗体中。集群面板包含每个集群的集群区域。视图面板可以在列表视图或混合视图中包含搜索结果的图像的缩略图。当用户从群集面板中选择群集区域时，用户界面系统会在视图面板中显示该群集的缩略图列表视图。用户界面系统可以在集群面板的集群区域附近显示缩略图列表。缩略图列表包含所选集群的图像的迷你缩略图。当用户选择图像时，用户界面系统还可以在视图面板中显示图像的细节视图。

7. 发明申请

US20080263042A1 OBJECT SIMILARITY SEARCH IN HIGH-DIMENSIONAL VECTOR SPACES 有权
标题翻译：对象相似性搜索在高维矢量空间
公开(公告)号：US20080263042A1
公开(公告)日：2008-10-23
申请号：US11737075
申请日：2007-04-18
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： G06F7/08
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层次聚类。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。

8. 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。

9. 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。

10. 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。

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