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1. 发明授权

US09240184B1 Frame-level combination of deep neural network and gaussian mixture models 有权
标题翻译：深层神经网络和高斯混合模型的帧级组合
公开(公告)号：US09240184B1
公开(公告)日：2016-01-19
申请号：US13765002
申请日：2013-02-12
申请人： Hui Lin , Xin Lei , Vincent Vanhoucke
发明人： Hui Lin , Xin Lei , Vincent Vanhoucke
IPC分类号： G10L15/22
CPC分类号： G10L15/22 , G10L15/142
摘要： A method and system for frame-level merging of HMM state predictions determined by different techniques is disclosed. An audio input signal may be transformed into a first and second sequence of feature vector, the sequences corresponding to each other and to a temporal sequence of frames of the audio input signal on a frame-by-frame basis. The first sequence may be processed by a neural network (NN) to determine NN-based state predictions, and the second sequence may be processed by a Gaussian mixture model (GMM) to determine GMM-based state predictions. The NN-based and GMM-based state predictions may be merged as weighted sums for each of a plurality of HMM state on a frame-by-frame basis to determine merged state predictions. The merged state predictions may then be applied to the HMMs to speech content of the audio input signal.
摘要翻译：公开了通过不同技术确定的HMM状态预测的帧级合并的方法和系统。音频输入信号可以被变换为第一和第二特征向量序列，这些序列彼此对应，并且逐帧地基于音频输入信号的帧的时间序列。第一序列可以由神经网络（NN）处理以确定基于NN的状态预测，并且第二序列可以由高斯混合模型（GMM）来处理，以确定基于GMM的状态预测。基于NN和GMM的状态预测可以逐帧合并为多个HMM状态中的每一个的加权和，以确定合并的状态预测。然后可以将合并状态预测应用于HMM到音频输入信号的语音内容。

2. 发明申请

US20130136319A1 COMPUTER-IMPLEMENTED METHOD FOR PERFORMING SIMILARITY SEARCHES 有权
标题翻译：用于执行类似搜索的计算机实现方法
公开(公告)号：US20130136319A1
公开(公告)日：2013-05-30
申请号：US13618226
申请日：2012-09-14
申请人： Vincent Vanhoucke , Salih Burak Gokturk , Dragomir Anguelov , Kuang-chih Lee , Munjal Shah , Ashwin Tengli
发明人： Vincent Vanhoucke , Salih Burak Gokturk , Dragomir Anguelov , Kuang-chih Lee , Munjal Shah , Ashwin Tengli
IPC分类号： G06K9/00
CPC分类号： G06F17/30268 , G06F17/30253 , G06F17/30256 , G06F17/30265 , G06K9/00268 , G06K9/00288 , G06K9/00295 , G06K9/00375 , G06K9/00677 , G06K2009/00328
摘要： A similarity search may be performed on the image of a person, using visual characteristics and information that is known about the person. The search identifies images of other persons that are similar in appearance to the person in the image.
摘要翻译：可以使用关于该人的已知的视觉特征和信息来对人的图像执行相似性搜索。该搜索标识出与图像中的人物相似的其他人的图像。

3. 发明申请

US20120304125A1 SYSTEM AND METHOD FOR PROVIDING OBJECTIFIED IMAGE RENDERINGS USING RECOGNITION INFORMATION FROM IMAGES 有权
标题翻译：使用图像识别信息提供对象图像渲染的系统和方法
公开(公告)号：US20120304125A1
公开(公告)日：2012-11-29
申请号：US13371196
申请日：2012-02-10
申请人： Salih Burak Gokturk , Dragomir Anguelov , Vincent Vanhoucke , Kuang-Chih Lee , Diem Vu , Danny Yang , Munjal Shah , Azhar Khan
发明人： Salih Burak Gokturk , Dragomir Anguelov , Vincent Vanhoucke , Kuang-Chih Lee , Diem Vu , Danny Yang , Munjal Shah , Azhar Khan
IPC分类号： G06F3/048
CPC分类号： G06K9/6218 , G06F3/0482 , G06F17/30247 , G06F17/30253 , G06F17/30256 , G06F17/30265 , G06K9/00228 , G06K9/00288 , G06K9/00375 , G06K9/00671 , G06K9/6215 , G06K9/6267
摘要： An embodiment provides for enabling retrieval of a collection of captured images that form at least a portion of a library of images. For each image in the collection, a captured image may be analyzed to recognize information from image data contained in the captured image, and an index may be generated, where the index data is based on the recognized information. Using the index, functionality such as search and retrieval is enabled. Various recognition techniques, including those that use the face, clothing, apparel, and combinations of characteristics may be utilized. Recognition may be performed on, among other things, persons and text carried on objects.
摘要翻译：实施例提供了能够检索形成图像库的至少一部分的所捕获图像的集合。对于集合中的每个图像，可以分析捕获的图像以从捕获的图像中包含的图像数据识别信息，并且可以生成索引，其中索引数据基于所识别的信息。使用索引，启用搜索和检索等功能。可以使用各种识别技术，包括使用面部，服装，服装和特征组合的识别技术。在其他情况下，可以执行承认对象上的人和文本。

4. 发明授权

US08311289B2 Computer-implemented method for performing similarity searches 有权
标题翻译：用于执行相似性搜索的计算机实现的方法
公开(公告)号：US08311289B2
公开(公告)日：2012-11-13
申请号：US12819901
申请日：2010-06-21
申请人： Vincent Vanhoucke , Salih Burak Gokturk , Dragomir Anguelov , Kuang-chih Lee , Munjal Shah , Ashwin Tengli
发明人： Vincent Vanhoucke , Salih Burak Gokturk , Dragomir Anguelov , Kuang-chih Lee , Munjal Shah , Ashwin Tengli
IPC分类号： G06K9/00
CPC分类号： G06F17/30268 , G06F17/30253 , G06F17/30256 , G06F17/30265 , G06K9/00268 , G06K9/00288 , G06K9/00295 , G06K9/00375 , G06K9/00677 , G06K2009/00328
摘要： A similarity search may be performed on the image of a person, using visual characteristics and information that is known about the person. The search identifies images of other persons that are similar in appearance to the person in the image.
摘要翻译：可以使用关于该人的已知的视觉特征和信息来对人的图像执行相似性搜索。该搜索标识出与图像中的人物相似的其他人的图像。

5. 发明授权

US08139900B2 System and method for providing objectified image renderings using recognition information from images 有权
标题翻译：使用来自图像的识别信息提供客观化图像渲染的系统和方法
公开(公告)号：US08139900B2
公开(公告)日：2012-03-20
申请号：US12819970
申请日：2010-06-21
申请人： Salih Burak Gokturk , Dragomir Anguelov , Vincent Vanhoucke , Kuang-Chih Lee , Diem Vu , Danny Yang , Munjal Shah , Azhar Khan
发明人： Salih Burak Gokturk , Dragomir Anguelov , Vincent Vanhoucke , Kuang-Chih Lee , Diem Vu , Danny Yang , Munjal Shah , Azhar Khan
IPC分类号： G06K9/60
CPC分类号： G06K9/6218 , G06F3/0482 , G06F17/30247 , G06F17/30253 , G06F17/30256 , G06F17/30265 , G06K9/00228 , G06K9/00288 , G06K9/00375 , G06K9/00671 , G06K9/6215 , G06K9/6267
摘要： An embodiment provides for enabling retrieval of a collection of captured images that form at least a portion of a library of images. For each image in the collection, a captured image may be analyzed to recognize information from image data contained in the captured image, and an index may be generated, where the index data is based on the recognized information. Using the index, functionality such as search and retrieval is enabled. Various recognition techniques, including those that use the face, clothing, apparel, and combinations of characteristics may be utilized. Recognition may be performed on, among other things, persons and text carried on objects.
摘要翻译：实施例提供了能够检索形成图像库的至少一部分的所捕获图像的集合。对于集合中的每个图像，可以分析捕获的图像以从捕获图像中包含的图像数据识别信息，并且可以生成索引，其中索引数据基于所识别的信息。使用索引，启用搜索和检索等功能。可以使用各种识别技术，包括使用面部，服装，服装和特征组合的识别技术。在其他情况下，可以执行承认对象上的人和文本。

6. 发明申请

US20110026853A1 SYSTEM AND METHOD FOR PROVIDING OBJECTIFIED IMAGE RENDERINGS USING RECOGNITION INFORMATION FROM IMAGES 有权
标题翻译：使用图像识别信息提供对象图像渲染的系统和方法
公开(公告)号：US20110026853A1
公开(公告)日：2011-02-03
申请号：US12819970
申请日：2010-06-21
申请人： Salih Burak Gokturk , Dragomir Anguelov , Vincent Vanhoucke , Kuang-Chih Lee , Diem Vu , Danny Yang , Munjal Shah , Azhar Khan
发明人： Salih Burak Gokturk , Dragomir Anguelov , Vincent Vanhoucke , Kuang-Chih Lee , Diem Vu , Danny Yang , Munjal Shah , Azhar Khan
IPC分类号： G06K9/54
CPC分类号： G06K9/6218 , G06F3/0482 , G06F17/30247 , G06F17/30253 , G06F17/30256 , G06F17/30265 , G06K9/00228 , G06K9/00288 , G06K9/00375 , G06K9/00671 , G06K9/6215 , G06K9/6267
摘要： An embodiment provides for enabling retrieval of a collection of captured images that form at least a portion of a library of images. For each image in the collection, a captured image may be analyzed to recognize information from image data contained in the captured image, and an index may be generated, where the index data is based on the recognized information. Using the index, functionality such as search and retrieval is enabled. Various recognition techniques, including those that use the face, clothing, apparel, and combinations of characteristics may be utilized. Recognition may be performed on, among other things, persons and text carried on objects.
摘要翻译：实施例提供了能够检索形成图像库的至少一部分的所捕获图像的集合。对于集合中的每个图像，可以分析捕获的图像以从捕获的图像中包含的图像数据识别信息，并且可以生成索引，其中索引数据基于所识别的信息。使用索引，启用搜索和检索等功能。可以使用各种识别技术，包括使用面部，服装，服装和特征组合的识别技术。在其他情况下，可以执行承认对象上的人和文本。

7. 发明申请

US20080212899A1 SYSTEM AND METHOD FOR SEARCH PORTIONS OF OBJECTS IN IMAGES AND FEATURES THEREOF 有权
标题翻译：用于搜索图像中的对象的系统和方法及其特征
公开(公告)号：US20080212899A1
公开(公告)日：2008-09-04
申请号：US11936734
申请日：2007-11-07
申请人： Salih Burak Gokturk , Baris Sumengen , Diem Vu , Navneet Dalal , Danny Yang , Xiaofan Lin , Azhar Khan , Munjal Shah , Dragomir Anguelov , Lorenzo Torresani , Vincent Vanhoucke
发明人： Salih Burak Gokturk , Baris Sumengen , Diem Vu , Navneet Dalal , Danny Yang , Xiaofan Lin , Azhar Khan , Munjal Shah , Dragomir Anguelov , Lorenzo Torresani , Vincent Vanhoucke
IPC分类号： G06K9/54
CPC分类号： G06K9/46 , G06F17/30259 , G06K9/4652 , G06Q30/0603 , Y10S707/949
摘要： Embodiments enable searching of portions of objects in images, including programmatically analyzing each image in a collection in order to determine image data that, for individual images in the collection, represents one or more visual characteristics of a portion of an object shown in that image. A user is enabled to specify one or more search criteria that includes image data, and a search result may be determined based on one or more images in the collection that show a corresponding object that has a portion that satisfies a threshold. The threshold is defined at least in part by the one or more search criteria.
摘要翻译：实施例能够搜索图像中的对象的部分，包括以编程方式分析集合中的每个图像，以便确定图像数据，对于该集合中的各个图像，该图像数据表示该图像中所示对象的一部分的一个或多个视觉特征。用户能够指定包括图像数据的一个或多个搜索条件，并且可以基于集合中的一个或多个图像来确定搜索结果，该图像显示具有满足阈值的部分的对应对象。阈值至少部分地由一个或多个搜索条件定义。

8. 发明申请

US20060251339A1 System and method for enabling the use of captured images through recognition 有权
公开(公告)号：US20060251339A1
公开(公告)日：2006-11-09
申请号：US11246742
申请日：2005-10-07
申请人： Salih Gokturk , Dragomir Anguelov , Vincent Vanhoucke , Kuang-Chih Lee , Diem Vu , Danny Yang , Munjal Shah , Azhar Khan
发明人： Salih Gokturk , Dragomir Anguelov , Vincent Vanhoucke , Kuang-Chih Lee , Diem Vu , Danny Yang , Munjal Shah , Azhar Khan
IPC分类号： G06K9/54 , G06K9/60
CPC分类号： G06F17/30244 , G06F17/30253 , G06F17/30265 , G06K9/00375 , G06K9/46
摘要： An embodiment provides for enabling retrieval of a collection of captured images that form at least a portion of a library of images. For each image in the collection, a captured image may be analyzed to recognize information from image data contained in the captured image, and an index may be generated, where the index data is based on the recognized information. Using the index, functionality such as search and retrieval is enabled. Various recognition techniques, including those that use the face, clothing, apparel, and combinations of characteristics may be utilized. Recognition may be performed on, among other things, persons and text carried on objects.

9. 发明授权

US09082162B2 System and method for enabling image searching using manual enrichment, classification, and/or segmentation 有权
标题翻译：使用手动浓缩，分类和/或分割实现图像搜索的系统和方法
公开(公告)号：US09082162B2
公开(公告)日：2015-07-14
申请号：US13619069
申请日：2012-09-14
申请人： Salih Burak Gokturk , Baris Sumengen , Diem Vu , Navneet Dalal , Danny Yang , Xiaofan Lin , Azhar Khan , Munjal Shah , Dragomir Anguelov , Lorenzo Torresani , Vincent Vanhoucke
发明人： Salih Burak Gokturk , Baris Sumengen , Diem Vu , Navneet Dalal , Danny Yang , Xiaofan Lin , Azhar Khan , Munjal Shah , Dragomir Anguelov , Lorenzo Torresani , Vincent Vanhoucke
IPC分类号： G06K9/00 , G06T7/00 , G06F17/30 , G06K9/46 , G06K9/62
CPC分类号： G06T7/0002 , G06F17/3025 , G06F17/30259 , G06F17/30262 , G06F17/30265 , G06F17/3028 , G06K9/46 , G06K9/6253
摘要： A system includes an image analysis module that is configured to programmatically analyze individual images in a collection of images in order to determine information about each image in the collection. The system may also include a manual interface that is configured to (i) interface with one or more human editors, and (ii) displays a plurality of panels concurrently. Individual panels may be provided for one or more analyzed images, and individual panels may be configured to display information that is at least indicative of the one or more images of that panel and/or of the information determined from the one or more images.
摘要翻译：系统包括图像分析模块，其被配置为以编程方式分析图像集合中的各个图像，以便确定关于集合中的每个图像的信息。系统还可以包括手动界面，其被配置为（i）与一个或多个人类编辑者接口，和（ii）同时显示多个面板。可以为一个或多个分析的图像提供单独的面板，并且单独的面板可以被配置为显示至少指示该面板的一个或多个图像和/或从一个或多个图像确定的信息的信息。

10. 发明授权

US08732030B2 System and method for using image analysis and search in E-commerce 有权
标题翻译：在电子商务中使用图像分析和搜索的系统和方法
公开(公告)号：US08732030B2
公开(公告)日：2014-05-20
申请号：US13398516
申请日：2012-02-16
申请人： Salih Burak Gokturk , Baris Sumengen , Diem Vu , Navneet Dalal , Danny Yang , Xiaofan Lin , Azhar Khan , Munjal Shah , Dragomir Anguelov , Lorenzo Torresani , Vincent Vanhoucke
发明人： Salih Burak Gokturk , Baris Sumengen , Diem Vu , Navneet Dalal , Danny Yang , Xiaofan Lin , Azhar Khan , Munjal Shah , Dragomir Anguelov , Lorenzo Torresani , Vincent Vanhoucke
IPC分类号： G06Q30/00
CPC分类号： G06Q30/0603 , G06Q30/02 , G06Q30/0625 , G06Q30/0643
摘要： Embodiments described herein provide a system and method for providing merchandise items at a network site. According to an embodiment, an image of a merchandise item is obtained. The image is programmatically analyzed to determine information about the merchandise item. The information is used to generate a presentation that includes the merchandise item.
摘要翻译：本文描述的实施例提供了一种用于在网络站点处提供商品的系统和方法。根据实施例，获得商品的图像。以编程方式分析图像以确定关于商品项目的信息。该信息用于生成包含商品项目的演示文稿。

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