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1. 发明申请

US20050223031A1 Method and apparatus for retrieving visual object categories from a database containing images 审中-公开
标题翻译：从包含图像的数据库中检索可视对象类别的方法和装置
公开(公告)号：US20050223031A1
公开(公告)日：2005-10-06
申请号：US10813201
申请日：2004-03-30
申请人： Andrew Zisserman , Robert Fergus , Pietro Perona
发明人： Andrew Zisserman , Robert Fergus , Pietro Perona
IPC分类号： G06F17/00 , G06F17/30 , G06K9/46 , G06K9/62
CPC分类号： G06K9/6271 , G06F16/5838 , G06K9/4671
摘要： A method and apparatus for determining the relevance of images retrieved from a database relative to a specified visual object category. The method comprises transforming a visual object category into a model defining features of the visual object category and a spatial relationship therebetween, storing the model, comparing a set of images identified during the database search with the stored model, calculating a likelihood value relating to each image based on its correspondence with the model, and ranking the images in order of the respective likelihood values. The apparatus comprises a processor for transforming a visual object category into a model defining features of the visual object category and a spatial relationship therebetween.
摘要翻译：一种用于确定从数据库相对于指定的视觉对象类别检索的图像的相关性的方法和装置。该方法包括将视觉对象类别变换为定义视觉对象类别的特征的模型及其间的空间关系，存储模型，将在数据库搜索期间识别的图像集与存储的模型进行比较，计算与每个基于其与模型的对应关系的图像，并且按照各个似然值的顺序对图像进行排序。该装置包括用于将视觉对象类别变换为定义视觉对象类别的特征的模型和它们之间的空间关系的处理器。

2. 发明授权

US08542888B2 Detecting facial similarity based on human perception of facial similarity 有权
公开(公告)号：US08542888B2
公开(公告)日：2013-09-24
申请号：US13549959
申请日：2012-07-16
申请人： Sharon M. Perlmutter , Keren O. Perlmutter , Joshua Alspector , Alex Holub , Mark Everingham , Pietro Perona , Andrew Zisserman
发明人： Sharon M. Perlmutter , Keren O. Perlmutter , Joshua Alspector , Alex Holub , Mark Everingham , Pietro Perona , Andrew Zisserman
IPC分类号： G06K9/00
CPC分类号： G06K9/62 , G06K9/00288 , G06K9/622 , G06K9/6253 , G06K9/6261 , G06K9/6263
摘要： Similar faces may be determined within images based on human perception of facial similarity. The user may provide an image including a query face to which the user wishes to find faces that are similar. Similar faces may be determined based on similarity information. Similarity information may be generated from information related to a human perception of facial similarity. Images that include faces determined to be similar, based on the similarity information, may be provided to the user as search result images. The user then may provide feedback to indicate the user's perception of similarity between the query face and the search result images.

3. 发明申请

US20110085710A1 USING RELEVANCE FEEDBACK IN FACE RECOGNITION 有权
标题翻译：在面部识别中使用相关反馈
公开(公告)号：US20110085710A1
公开(公告)日：2011-04-14
申请号：US12849134
申请日：2010-08-03
申请人： Keren Perlmutter , Sharon M. Perlmutter , Joshua Alspector , Mark Everingham , Alex Holub , Andrew Zisserman , Pietro Perona
发明人： Keren Perlmutter , Sharon M. Perlmutter , Joshua Alspector , Mark Everingham , Alex Holub , Andrew Zisserman , Pietro Perona
IPC分类号： G06K9/00
CPC分类号： G06K9/00288 , G06F17/30256 , G06K9/00281 , G06K9/6261 , G06K9/6263 , G11B27/105 , G11B27/28
摘要： Images are searched to locate faces that are the same as a query face. Images that include a face that is the same as the query face may be presented to a user as search result images. Images also may be sorted by the faces included in the images and presented to the user as sorted search result images. The user may provide explicit or implicit feedback regarding the search result images. Additional feedback may be inferred regarding the search result images based on the user-provided feedback, and the results may be updated based on the user-provided and inferred feedback.
摘要翻译：搜索图像以查找与查询面相同的面。包括与查询面相同的面部的图像可以作为搜索结果图像呈现给用户。图像也可以通过包括在图像中的面部进行排序，并且作为排序的搜索结果图像呈现给用户。用户可以提供关于搜索结果图像的显式或隐含的反馈。可以基于用户提供的反馈来推测关于搜索结果图像的附加反馈，并且可以基于用户提供的和推断的反馈来更新结果。

4. 发明授权

US07907755B1 Detecting facial similarity based on human perception of facial similarity 有权
标题翻译：基于人类面部相似度的感知来检测面部相似度
公开(公告)号：US07907755B1
公开(公告)日：2011-03-15
申请号：US11382657
申请日：2006-05-10
申请人： Sharon M. Perlmutter , Keren O. Perlmutter , Joshua Alspector , Alex Holub , Mark Everingham , Pietro Perona , Andrew Zisserman
发明人： Sharon M. Perlmutter , Keren O. Perlmutter , Joshua Alspector , Alex Holub , Mark Everingham , Pietro Perona , Andrew Zisserman
IPC分类号： G06K9/00
CPC分类号： G06K9/62 , G06K9/00288 , G06K9/622 , G06K9/6253 , G06K9/6261 , G06K9/6263
摘要： Similar faces may be determined within images based on human perception of facial similarity. The user may provide an image including a query face to which the user wishes to find faces that are similar. Similar faces may be determined based on similarity information. Similarity information may be generated from information related to a human perception of facial similarity. Images that include faces determined to be similar, based on the similarity information, may be provided to the user as search result images. The user then may provide feedback to indicate the user's perception of similarity between the query face and the search result images.
摘要翻译：可以基于人类面部相似度的感知在图像内确定类似的面孔。用户可以提供包括用户希望寻找类似的面部的查询面的图像。可以基于相似度信息来确定类似的面。可以从与人类相似性的感知相关的信息生成相似性信息。可以将基于相似度信息确定为相似的面的图像作为搜索结果图像提供给用户。用户然后可以提供反馈来指示用户对查询面和搜索结果图像之间的相似性的感知。

5. 发明申请

US20130028522A1 USING RELEVANCE FEEDBACK IN FACE RECOGNITION 审中-公开
标题翻译：在面部识别中使用相关反馈
公开(公告)号：US20130028522A1
公开(公告)日：2013-01-31
申请号：US13487923
申请日：2012-06-04
申请人： Keren O. Perlmutter , Sharon M. Perlmutter , Joshua Alspector , Mark Everingham , Alex Holub , Andrew Zisserman , Pietro Perona
发明人： Keren O. Perlmutter , Sharon M. Perlmutter , Joshua Alspector , Mark Everingham , Alex Holub , Andrew Zisserman , Pietro Perona
IPC分类号： G06K9/46 , G06K9/48
CPC分类号： G06K9/00288 , G06F16/5838 , G06K9/00281 , G06K9/6261 , G06K9/6263 , G11B27/105 , G11B27/28
摘要： Images are searched to locate faces that are the same as a query face. Images that include a face that is the same as the query face may be presented to a user as search result images. Images also may be sorted by the faces included in the images and presented to the user as sorted search result images. The user may provide explicit or implicit feedback regarding the search result images. Additional feedback may be inferred regarding the search result images based on the user-provided feedback, and the results may be updated based on the user-provided and inferred feedback.
摘要翻译：搜索图像以查找与查询面相同的面。包括与查询面相同的面部的图像可以作为搜索结果图像呈现给用户。图像也可以通过包括在图像中的面部进行排序，并且作为排序的搜索结果图像呈现给用户。用户可以提供关于搜索结果图像的显式或隐含的反馈。可以基于用户提供的反馈来推测关于搜索结果图像的附加反馈，并且可以基于用户提供的和推断的反馈来更新结果。

6. 发明申请

US20110129145A1 DETECTING FACIAL SIMILARITY BASED ON HUMAN PERCEPTION OF FACIAL SIMILARITY 有权
标题翻译：基于人类相似性的人类感觉检测真实相似性
公开(公告)号：US20110129145A1
公开(公告)日：2011-06-02
申请号：US13024383
申请日：2011-02-10
申请人： Sharon M. PERLMUTTER , Keren O. Perlmutter , Joshua Alspector , Alex Holub , Mark Everingham , Pietro Perona , Andrew Zisserman
发明人： Sharon M. PERLMUTTER , Keren O. Perlmutter , Joshua Alspector , Alex Holub , Mark Everingham , Pietro Perona , Andrew Zisserman
IPC分类号： G06K9/48 , G06K9/46 , G06K9/62
CPC分类号： G06K9/62 , G06K9/00288 , G06K9/622 , G06K9/6253 , G06K9/6261 , G06K9/6263
摘要： Similar faces may be determined within images based on human perception of facial similarity. The user may provide an image including a query face to which the user wishes to find faces that are similar. Similar faces may be determined based on similarity information. Similarity information may be generated from information related to a human perception of facial similarity. Images that include faces determined to be similar, based on the similarity information, may be provided to the user as search result images. The user then may provide feedback to indicate the user's perception of similarity between the query face and the search result images.
摘要翻译：可以基于人类面部相似度的感知在图像内确定类似的面孔。用户可以提供包括用户希望寻找类似的面部的查询面的图像。可以基于相似度信息来确定类似的面。可以从与人类相似性的感知相关的信息生成相似性信息。可以将基于相似度信息确定为相似的面的图像作为搜索结果图像提供给用户。用户然后可以提供反馈来指示用户对查询面和搜索结果图像之间的相似性的感知。

7. 发明申请

US20050225678A1 Object retrieval 审中-公开
标题翻译：对象检索
公开(公告)号：US20050225678A1
公开(公告)日：2005-10-13
申请号：US10820671
申请日：2004-04-08
申请人： Andrew Zisserman , Frederik Schaffalitzky , Josef Sivic
发明人： Andrew Zisserman , Frederik Schaffalitzky , Josef Sivic
IPC分类号： G06F17/30 , G06K9/00 , G06K9/46 , G06K9/62 , H04N5/14 , H04N9/64
CPC分类号： G06K9/6218 , G06F16/5838 , G06F16/7837 , G06F16/7847 , G06K9/00208 , G06K9/4633
摘要： A method of identifying a user-specified object contained in one or more images of a plurality of images that comprises the steps of defining regions of objects in the images, and computing a vector in respect of each of the regions based on the appearance of the respective region. The vector comprises a descriptor. The method further comprises vector quantizing the descriptors into clusters, storing the clusters as an index with the images in which they occur, defining regions of the user-specified object, computing a vector in respect of each of said regions based on the appearance of the regions, and vector quantizing the descriptors into one or more clusters. The index is searched and the clusters are compared with the contents of the index to identify which of the images contain the clusters so as to return the images containing the user-defined object.
摘要翻译：一种识别包含在多个图像的一个或多个图像中的用户指定对象的方法，包括以下步骤：定义图像中的对象的区域，并且基于所述图像的外观来计算关于每个区域的向量各地区。向量包含描述符。该方法还包括将描述符量化成簇，将簇存储为其出现的图像的索引，定义用户指定对象的区域，基于每个所述区域的外观来计算关于每个所述区域的向量区域，以及将描述符量化成一个或多个簇的向量。搜索索引，并将聚类与索引的内容进行比较，以识别哪些图像包含聚类，以返回包含用户定义对象的图像。

8. 发明申请

US20120281910A1 DETECTING FACIAL SIMILARITY BASED ON HUMAN PERCEPTION OF FACIAL SIMILARITY 有权
标题翻译：基于人类相似性的人类感觉检测真实相似性
公开(公告)号：US20120281910A1
公开(公告)日：2012-11-08
申请号：US13549959
申请日：2012-07-16
申请人： Sharon M. Perlmutter , Keren O. Perlmutter , Joshua Alspector , Alex Holub , Mark Everingham , Pietro Perona , Andrew Zisserman
发明人： Sharon M. Perlmutter , Keren O. Perlmutter , Joshua Alspector , Alex Holub , Mark Everingham , Pietro Perona , Andrew Zisserman
IPC分类号： G06K9/46 , G06K9/62
CPC分类号： G06K9/62 , G06K9/00288 , G06K9/622 , G06K9/6253 , G06K9/6261 , G06K9/6263
摘要： Similar faces may be determined within images based on human perception of facial similarity. The user may provide an image including a query face to which the user wishes to find faces that are similar. Similar faces may be determined based on similarity information. Similarity information may be generated from information related to a human perception of facial similarity. Images that include faces determined to be similar, based on the similarity information, may be provided to the user as search result images. The user then may provide feedback to indicate the user's perception of similarity between the query face and the search result images.
摘要翻译：可以基于人类面部相似度的感知在图像内确定类似的面孔。用户可以提供包括用户希望寻找类似的面部的查询面的图像。可以基于相似度信息来确定类似的面。可以从与人类相似性的感知相关的信息生成相似性信息。可以将基于相似度信息确定为相似的面的图像作为搜索结果图像提供给用户。用户然后可以提供反馈来指示用户对查询面和搜索结果图像之间的相似性的感知。

9. 发明授权

US08233679B2 Detecting facial similarity based on human perception of facial similarity 有权
标题翻译：基于人类面部相似度的感知来检测面部相似度
公开(公告)号：US08233679B2
公开(公告)日：2012-07-31
申请号：US13024383
申请日：2011-02-10
申请人： Sharon M. Perlmutter , Keren O. Perlmutter , Joshua Alspector , Alex Holub , Mark Everingham , Pietro Perona , Andrew Zisserman
发明人： Sharon M. Perlmutter , Keren O. Perlmutter , Joshua Alspector , Alex Holub , Mark Everingham , Pietro Perona , Andrew Zisserman
IPC分类号： G06K9/00
CPC分类号： G06K9/62 , G06K9/00288 , G06K9/622 , G06K9/6253 , G06K9/6261 , G06K9/6263
摘要： Similar faces may be determined within images based on human perception of facial similarity. The user may provide an image including a query face to which the user wishes to find faces that are similar. Similar faces may be determined based on similarity information. Similarity information may be generated from information related to a human perception of facial similarity. Images that include faces determined to be similar, based on the similarity information, may be provided to the user as search result images. The user then may provide feedback to indicate the user's perception of similarity between the query face and the search result images.
摘要翻译：可以基于人类面部相似度的感知在图像内确定类似的面孔。用户可以提供包括用户希望寻找类似的面部的查询面的图像。可以基于相似度信息来确定类似的面。可以从与人类相似性的感知相关的信息生成相似性信息。可以将基于相似度信息确定为相似的面的图像作为搜索结果图像提供给用户。用户然后可以提供反馈来指示用户对查询面和搜索结果图像之间的相似性的感知。

10. 发明授权

US08194939B2 Using relevance feedback in face recognition 有权
标题翻译：在面部识别中使用相关性反馈
公开(公告)号：US08194939B2
公开(公告)日：2012-06-05
申请号：US12849134
申请日：2010-08-03
申请人： Keren O. Perlmutter , Sharon M. Perlmutter , Joshua Alspector , Mark Everingham , Alex Holub , Andrew Zisserman , Pietro Perona
发明人： Keren O. Perlmutter , Sharon M. Perlmutter , Joshua Alspector , Mark Everingham , Alex Holub , Andrew Zisserman , Pietro Perona
IPC分类号： G06K9/00
CPC分类号： G06K9/00288 , G06F17/30256 , G06K9/00281 , G06K9/6261 , G06K9/6263 , G11B27/105 , G11B27/28
摘要： Images are searched to locate faces that are the same as a query face. Images that include a face that is the same as the query face may be presented to a user as search result images. Images also may be sorted by the faces included in the images and presented to the user as sorted search result images. The user may provide explicit or implicit feedback regarding the search result images. Additional feedback may be inferred regarding the search result images based on the user-provided feedback, and the results may be updated based on the user-provided and inferred feedback.
摘要翻译：搜索图像以查找与查询面相同的面。包括与查询面相同的面部的图像可以作为搜索结果图像呈现给用户。图像也可以通过包括在图像中的面部进行排序，并且作为排序的搜索结果图像呈现给用户。用户可以提供关于搜索结果图像的显式或隐含的反馈。可以基于用户提供的反馈来推测关于搜索结果图像的附加反馈，并且可以基于用户提供的和推断的反馈来更新结果。

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