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1. 发明申请

US20120072410A1 Image Search by Interactive Sketching and Tagging 有权
标题翻译：图像搜索通过交互式草图和标记
公开(公告)号：US20120072410A1
公开(公告)日：2012-03-22
申请号：US12883411
申请日：2010-09-16
申请人： Changhu Wang , Zhiwei Li , Lei Zhang
发明人： Changhu Wang , Zhiwei Li , Lei Zhang
IPC分类号： G06F17/30
CPC分类号： G06F17/30268 , G06F17/30277
摘要： Sketch and tagging based image search may include receiving a sketch query input and identifying an object in a desired image. The object or objects of the sketch query may be tagged with a text, and searching performed based on the objects. Certain implementations include indexing patches of the images, where the patches represent the objects. Relevant images can be returned based on the index of the patches.
摘要翻译：基于草图和标记的图像搜索可以包括接收草图查询输入并识别所需图像中的对象。草图查询的对象或对象可以被标记为文本，并且基于对象进行搜索。某些实现包括索引图像的补丁，其中补丁代表对象。可以根据补丁的索引返回相关图像。

2. 发明授权

US08849030B2 Image retrieval using spatial bag-of-features 有权
标题翻译：使用空间包特征的图像检索
公开(公告)号：US08849030B2
公开(公告)日：2014-09-30
申请号：US13092786
申请日：2011-04-22
申请人： Changhu Wang , Zhiwei Li , Lei Zhang
发明人： Changhu Wang , Zhiwei Li , Lei Zhang
IPC分类号： G06K9/34 , G06K9/46 , G06F17/30
CPC分类号： G06F17/30259 , G06K9/4647 , G06K9/4671
摘要： Local features of retrieved images are identified and for each image, an ordered bag-of-features is created that describes the features of the image. Spatial relationships between features of an image are captured in histogram descriptors created from linear or circular projections. Using the histogram descriptors, ordered bags-of-features describing the features of the images are developed. Calibrating the ordered bags-of-features to account for spatial variance leads to spatial bags-of-features.
摘要翻译：识别检索到的图像的本地特征，并且对于每个图像，创建描述图像的特征的有序的特征袋。图像特征之间的空间关系被捕获在从线性或圆形投影创建的直方图描述符中。使用直方图描述符，开发了描述图像特征的有序的特征袋。校准订购的特征袋以考虑空间差异导致空间特征袋。

3. 发明申请

US20120054177A1 SKETCH-BASED IMAGE SEARCH 有权
标题翻译：基于草图的图像搜索
公开(公告)号：US20120054177A1
公开(公告)日：2012-03-01
申请号：US12873007
申请日：2010-08-31
申请人： Changhu Wang , Zhiwei Li , Lei Zhang
发明人： Changhu Wang , Zhiwei Li , Lei Zhang
IPC分类号： G06F17/30
CPC分类号： G06F17/30259 , G06F17/30277 , G06K9/00402 , G06K9/4604 , G06K9/4609 , G06K9/4671
摘要： Sketch-based image search may include receiving a query curve as a sketch query input and identifying a first plurality of oriented points based on the query curve. The first plurality of oriented points may be used to locate at least one image having a curve that includes a second plurality of oriented points that match at least some of the first plurality of oriented points Implementations also include indexing a plurality of images by identifying at least one curve in each image and generating an index comprising a plurality of oriented points as index entries. The index entries are associated with the plurality of images based on corresponding oriented points in the identified curves in the images.
摘要翻译：基于草图的图像搜索可以包括接收查询曲线作为草图查询输入，并且基于查询曲线来识别第一多个定向点。可以使用第一多个定向点来定位具有曲线的至少一个图像，该曲线包括与第一多个定向点中的至少一些匹配的第二多个定向点。实现还包括通过至少识别多个图像来索引多个图像每个图像中的一个曲线并且生成包括多个定向点作为索引条目的索引。索引条目基于图像中所识别的曲线中的对应的定向点与多个图像相关联。

4. 发明授权

US09449026B2 Sketch-based image search 有权
标题翻译：基于草图的图像搜索
公开(公告)号：US09449026B2
公开(公告)日：2016-09-20
申请号：US12873007
申请日：2010-08-31
申请人： Changhu Wang , Zhiwei Li , Lei Zhang
发明人： Changhu Wang , Zhiwei Li , Lei Zhang
IPC分类号： G06F17/30 , G06K9/46 , G06K9/00
CPC分类号： G06F17/30259 , G06F17/30277 , G06K9/00402 , G06K9/4604 , G06K9/4609 , G06K9/4671
摘要： Sketch-based image search may include receiving a query curve as a sketch query input and identifying a first plurality of oriented points based on the query curve. The first plurality of oriented points may be used to locate at least one image having a curve that includes a second plurality of oriented points that match at least some of the first plurality of oriented points. Implementations also include indexing a plurality of images by identifying at least one curve in each image and generating an index comprising a plurality of oriented points as index entries. The index entries are associated with the plurality of images based on corresponding oriented points in the identified curves in the images.
摘要翻译：基于草图的图像搜索可以包括接收查询曲线作为草图查询输入，并且基于查询曲线来识别第一多个定向点。可以使用第一多个定向点来定位具有曲线的至少一个图像，该曲线包括与第一多个定向点中的至少一些相匹配的第二多个定向点。实现还包括通过识别每个图像中的至少一个曲线并生成包括多个定向点的索引作为索引条目来索引多个图像。索引条目基于图像中所识别的曲线中的对应的定向点与多个图像相关联。

5. 发明授权

US08447752B2 Image search by interactive sketching and tagging 有权
标题翻译：通过交互式素描和标记进行图像搜索
公开(公告)号：US08447752B2
公开(公告)日：2013-05-21
申请号：US12883411
申请日：2010-09-16
申请人： Changhu Wang , Zhiwei Li , Lei Zhang
发明人： Changhu Wang , Zhiwei Li , Lei Zhang
IPC分类号： G06F17/30
CPC分类号： G06F17/30268 , G06F17/30277
摘要： Sketch and tagging based image search may include receiving a sketch query input and identifying an object in a desired image. The object or objects of the sketch query may be tagged with a text, and searching performed based on the objects. Certain implementations include indexing patches of the images, where the patches represent the objects. Relevant images can be returned based on the index of the patches.
摘要翻译：基于草图和标记的图像搜索可以包括接收草图查询输入并识别所需图像中的对象。草图查询的对象或对象可以被标记为文本，并且基于对象进行搜索。某些实现包括索引图像的补丁，其中补丁代表对象。可以根据补丁的索引返回相关图像。

6. 发明申请

US20120269432A1 IMAGE RETRIEVAL USING SPATIAL BAG-OF-FEATURES 有权
标题翻译：使用空间包特征的图像检索
公开(公告)号：US20120269432A1
公开(公告)日：2012-10-25
申请号：US13092786
申请日：2011-04-22
申请人： Changhu Wang , Zhiwei Li , Lei Zhang
发明人： Changhu Wang , Zhiwei Li , Lei Zhang
IPC分类号： G06K9/34
CPC分类号： G06F17/30259 , G06K9/4647 , G06K9/4671
摘要： Local features of retrieved images are identified and for each image, an ordered bag-of-features is created that describes the features of the image. Spatial relationships between features of an image are captured in histogram descriptors created from linear or circular projections. Using the histogram descriptors, ordered bags-of-features describing the features of the images are developed. Calibrating the ordered bags-of-features to account for spatial variance leads to spatial bags-of-features.
摘要翻译：识别检索到的图像的本地特征，并且对于每个图像，创建描述图像的特征的有序的特征袋。图像特征之间的空间关系被捕获在从线性或圆形投影创建的直方图描述符中。使用直方图描述符，开发了描述图像特征的有序的特征袋。校准订购的特征袋以考虑空间差异导致空间特征袋。

7. 发明授权

US09082040B2 Identifying visual contextual synonyms 有权
标题翻译：识别视觉上下文同义词
公开(公告)号：US09082040B2
公开(公告)日：2015-07-14
申请号：US13107717
申请日：2011-05-13
申请人： Rui Cai , Zhiwei Li , Lei Zhang , Wenbin Tang
发明人： Rui Cai , Zhiwei Li , Lei Zhang , Wenbin Tang
IPC分类号： G06F17/30 , G06K9/46
CPC分类号： G06K9/4671 , G06F17/30256 , G06K9/4676
摘要： Tools and techniques for identifying visual contextual synonyms are described herein. The described operations use visual words having similar contextual distributions as contextual synonyms to identify and describe visual objects that share semantic meaning. The contextual distribution of a visual word is described using the statistics of co-occurrence and spatial information averaged over image patches that share the visual word. In various implementations, the techniques are employed to construct a visual contextual synonym dictionary for a large visual vocabulary. In various implementations, the visual contextual synonym dictionary narrows the semantic gap for large-scale visual search.
摘要翻译：本文描述了用于识别视觉上下文同义词的工具和技术。所描述的操作使用具有相似语境分布的视觉词作为上下文同义词来识别和描述共享语义意义的视觉对象。使用共享视觉词的图像补丁上平均的同现和空间信息的统计来描述视觉词的语境分布。在各种实现中，使用这些技术来构建用于大型视觉词汇表的视觉上下文同义词字典。在各种实现中，视觉上下文同义词词典缩小了大规模视觉搜索的语义差距。

8. 发明授权

US08983201B2 Three-dimensional visual phrases for object recognition 有权
标题翻译：用于对象识别的三维视觉短语
公开(公告)号：US08983201B2
公开(公告)日：2015-03-17
申请号：US13561718
申请日：2012-07-30
申请人： Rui Cai , Zhiwei Li , Lei Zhang , Qiang Hao
发明人： Rui Cai , Zhiwei Li , Lei Zhang , Qiang Hao
IPC分类号： G06K9/46 , G06K9/66
CPC分类号： G06K9/46 , G06K9/4676 , G06K9/469
摘要： The techniques discussed herein discover three-dimensional (3-D) visual phrases for an object based on a 3-D model of the object. The techniques then describe the 3-D visual phrases. Once described, the techniques use the 3-D visual phrases to detect the object in an image (e.g., object recognition).
摘要翻译：本文讨论的技术基于对象的3-D模型发现对象的三维（3-D）视觉短语。然后，技术描述3-D视觉短语。一旦描述，这些技术使用3-D视觉短语来检测图像中的对象（例如，对象识别）。

9. 发明申请

US20120290577A1 IDENTIFYING VISUAL CONTEXTUAL SYNONYMS 有权
标题翻译：识别视觉语境同步
公开(公告)号：US20120290577A1
公开(公告)日：2012-11-15
申请号：US13107717
申请日：2011-05-13
申请人： Rui Cai , Zhiwei Li , Lei Zhang , Wenbin Tang
发明人： Rui Cai , Zhiwei Li , Lei Zhang , Wenbin Tang
IPC分类号： G06F17/30
CPC分类号： G06K9/4671 , G06F17/30256 , G06K9/4676
摘要： Tools and techniques for identifying visual contextual synonyms are described herein. The described operations use visual words having similar contextual distributions as contextual synonyms to identify and describe visual objects that share semantic meaning. The contextual distribution of a visual word is described using the statistics of co-occurrence and spatial information averaged over image patches that share the visual word. In various implementations, the techniques are employed to construct a visual contextual synonym dictionary for a large visual vocabulary. In various implementations, the visual contextual synonym dictionary narrows the semantic gap for large-scale visual search.
摘要翻译：本文描述了用于识别视觉上下文同义词的工具和技术。所描述的操作使用具有相似语境分布的视觉词作为上下文同义词来识别和描述共享语义意义的视觉对象。使用共享视觉词的图像补丁上平均的同现和空间信息的统计来描述视觉词的语境分布。在各种实现中，使用这些技术来构建用于大型视觉词汇表的视觉上下文同义词字典。在各种实现中，视觉上下文同义词词典缩小了大规模视觉搜索的语义差距。

10. 发明申请

US20110078159A1 Long-Query Retrieval 有权
标题翻译：长查询检索
公开(公告)号：US20110078159A1
公开(公告)日：2011-03-31
申请号：US12571302
申请日：2009-09-30
申请人： Zhiwei Li , Lei Zhang , Rui Cai , Wei-Ying Ma , Heung-Yeung Shum
发明人： Zhiwei Li , Lei Zhang , Rui Cai , Wei-Ying Ma , Heung-Yeung Shum
IPC分类号： G06F17/30
CPC分类号： G06F17/3028 , G06F17/30448
摘要： Described herein is a technology that facilitates efficient large-scale similarity-based retrieval. In several embodiments documents, images, and/or other multimedia files are compactly represented and efficiently indexed to enable robust search using a long-query in a large-scale corpus. As described herein, these techniques include performing decomposition of a file, e.g., a document or document-like representation. The techniques use dimension reduction to obtain three parts, topic-related words (major semantics), document specific words (minor semantics), and background words, representing the major semantics in a feature vector and the minor semantics as keywords. Using the techniques described, file vectors are matched in a topic model and the results ranked based on the keywords.
摘要翻译：这里描述了一种有助于有效的大规模相似性检索的技术。在几个实施例中，文档，图像和/或其他多媒体文件被紧凑地表示并且被有效地索引，以使得能够使用大规模语料库中的长查询进行鲁棒搜索。如这里所述，这些技术包括执行文件的分解，例如文档或类似文档的表示。这些技术使用维度缩减来获得三个部分，主题相关词（主要语义），文档特定词（次要语义）和背景词，表示特征向量中的主要语义和次要语义作为关键字。使用所描述的技术，在主题模型中匹配文件向量，并根据关键字对结果进行排名。

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