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1. 发明授权

US08199979B2 Classification system for consumer digital images using automatic workflow and face detection and recognition 有权
标题翻译：消费者数字图像分类系统采用自动工作流程和人脸检测和识别
公开(公告)号：US08199979B2
公开(公告)日：2012-06-12
申请号：US12506124
申请日：2009-07-20
申请人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
发明人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
IPC分类号： G06K9/00 , G06T1/00 , G06T7/00
CPC分类号： G06F17/30247 , G06K9/00288
摘要： A processor-based system operating according to digitally-embedded programming instructions includes a face detection module for identifying face regions within digital images. A normalization module generates a normalized version of the face region. A face recognition module automatically extracts a set of face classifier parameter values from the normalized face region that are referred to as a faceprint. A workflow module automatically compares the extracted faceprint to a database of archived faceprints previously determined to correspond to known identities. The workflow module determines based on the comparing whether the new faceprint corresponds to any of the known identities, and associates the new faceprint and normalized face region with a new or known identity within a database. A database module serves to archive data corresponding to the new faceprint and its associated parent image according to the associating by the workflow module within one or more digital data storage media.
摘要翻译：基于数字嵌入式编程指令操作的基于处理器的系统包括用于识别数字图像内的面部区域的面部检测模块。归一化模块生成面部区域的归一化版本。面部识别模块自动从被称为面部印迹的归一化面部区域中提取一组面部分类器参数值。工作流程模块自动将提取的面部图像与先前确定为对应于已知身份的归档面版的数据库进行比较。工作流程模块基于比较新的面印是否对应于任何已知身份，并且将新的面部和正规化面部区域与数据库内的新的或已知的身份相关联来确定。数据库模块用于根据工作流模块在一个或多个数字数据存储介质中的关联来存档对应于新的面部照片及其相关联的父图像的数据。

2. 发明授权

US07555148B1 Classification system for consumer digital images using workflow, face detection, normalization, and face recognition 有权
标题翻译：消费者数字图像分类系统使用工作流程，面部检测，规范化和面部识别
公开(公告)号：US07555148B1
公开(公告)日：2009-06-30
申请号：US10764274
申请日：2004-01-22
申请人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
发明人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
IPC分类号： G06K9/00 , G06T1/00 , G06T7/00
CPC分类号： G06F17/30247 , G06K9/00221
摘要： A processor-based system operating according to digitally-embedded programming instructions includes a face detection module for identifying face regions within digital images. A normalization module generates a normalized version of the face region that is at least pose normalized. A face recognition module extracts a set of face classifier parameter values from the normalized face region that are referred to as a faceprint. A workflow module compares the extracted faceprint to a database of archived faceprints previously determined to correspond to known identities. The workflow module determines based on the comparing whether the new faceprint corresponds to any of the known identities, and associates the new faceprint and normalized face region with a new or known identity within a database. A database module serves to archive data corresponding to the new faceprint and its associated parent image according to the associating by the workflow module within one or more digital data storage media.
摘要翻译：基于数字嵌入式编程指令操作的基于处理器的系统包括用于识别数字图像内的面部区域的面部检测模块。归一化模块生成至少是姿态归一化的面部区域的归一化版本。面部识别模块从被称为面部印迹的归一化面部区域中提取一组面部分类器参数值。工作流程模块将提取的面部图像与先前确定为对应于已知身份的归档面版的数据库进行比较。工作流程模块基于比较新的面印是否对应于任何已知身份，并且将新的面部和正规化面部区域与数据库内的新的或已知的身份相关联来确定。数据库模块用于根据工作流模块在一个或多个数字数据存储介质中的关联来存档对应于新的面部照片及其相关联的父图像的数据。

3. 发明授权

US07564994B1 Classification system for consumer digital images using automatic workflow and face detection and recognition 有权
标题翻译：消费者数字图像分类系统采用自动工作流程和人脸检测和识别
公开(公告)号：US07564994B1
公开(公告)日：2009-07-21
申请号：US10763801
申请日：2004-01-22
申请人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
发明人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
IPC分类号： G06K9/00 , G06T1/00 , G06T7/00
CPC分类号： G06F17/30247 , G06K9/00288
摘要： A processor-based system operating according to digitally-embedded programming instructions includes a face detection module for identifying face regions within digital images. A normalization module generates a normalized version of the face region. A face recognition module automatically extracts a set of face classifier parameter values from the normalized face region that are referred to as a faceprint. A workflow module automatically compares the extracted faceprint to a database of archived faceprints previously determined to correspond to known identities. The workflow module determines based on the comparing whether the new faceprint corresponds to any of the known identities, and associates the new faceprint and normalized face region with a new or known identity within a database. A database module serves to archive data corresponding to the new faceprint and its associated parent image according to the associating by the workflow module within one or more digital data storage media.
摘要翻译：基于数字嵌入式编程指令操作的基于处理器的系统包括用于识别数字图像内的面部区域的面部检测模块。归一化模块生成面部区域的归一化版本。面部识别模块自动从被称为面部印迹的归一化面部区域中提取一组面部分类器参数值。工作流程模块自动将提取的面部图像与先前确定为对应于已知身份的归档面版的数据库进行比较。工作流程模块基于比较新的面印是否对应于任何已知身份，并且将新的面部和正规化面部区域与数据库内的新的或已知的身份相关联来确定。数据库模块用于根据工作流模块在一个或多个数字数据存储介质中的关联来存档对应于新的面部照片及其相关联的父图像的数据。

4. 发明申请

US20100066822A1 CLASSIFICATION AND ORGANIZATION OF CONSUMER DIGITAL IMAGES USING WORKFLOW, AND FACE DETECTION AND RECOGNITION 有权
标题翻译：使用工作流程和面部检测和识别的消费者数字图像的分类和组织
公开(公告)号：US20100066822A1
公开(公告)日：2010-03-18
申请号：US12554258
申请日：2009-09-04
申请人： Eran Steinberg , Peter Corcoran , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
发明人： Eran Steinberg , Peter Corcoran , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
IPC分类号： H04N7/18 , G06K9/00
CPC分类号： G06K9/00295 , G06F3/04842 , G06K9/00208 , G06K9/00261 , G06K9/6218 , G06K9/622
摘要： A processor-based system operating according to digitally-embedded programming instructions performs a method including identifying a group of pixels corresponding to a face region within digital image data acquired by an image acquisition device. A set of face analysis parameter values is extacted from said face region, including a faceprint associated with the face region. First and second reference faceprints are determined for a person using reference images captured respectively in predetermined face-portrait conditions and using ambient conditions. The faceprints are analyzed to determine a baseline faceprint and a range of variability from the baseline associated with the person. Results of the analyzing are stored and used in subsequent recognition of the person in a subsequent image acquired under ambient conditions.
摘要翻译：基于数字嵌入式编程指令操作的基于处理器的系统执行一种方法，包括识别与图像获取装置获取的数字图像数据内的面部区域相对应的像素组。一组面部分析参数值从所述面部区域消除，包括与面部区域相关联的面部照片。使用分别在预定的人脸肖像条件和使用环境条件下捕获的参考图像来确定人的第一和第二参考面印。分析脸部印迹以确定与人相关联的基线的基线面部和变异范围。存储分析结果并将其用于随后在环境条件下获取的后续图像中的人的识别。

5. 发明授权

US07587068B1 Classification database for consumer digital images 有权
标题翻译：消费者数字图像分类数据库
公开(公告)号：US07587068B1
公开(公告)日：2009-09-08
申请号：US10764335
申请日：2004-01-22
申请人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
发明人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
IPC分类号： G06K9/00
CPC分类号： G06K9/00295 , G06K9/00208 , G06K9/622
摘要： A database of faceprint data corresponding to detected face regions within images acquired with an image acquisition device and digitally-embedded within one or more digital storage media includes image, identity and face recognition data components. The image data component include acquired digital image data including content data and unique identifiers corresponding to individual acquired digital images or face regions therein, or both. The identity data component includes an identification listing of known identities to which identified face regions detected within the image data have been determined to correspond. The face recognition data component includes, for an individual known identity, one or more identity tables corresponding to one or more identity entries, and one or more face class tables corresponding to one or more face class entries of the one or more identity tables. Each face class table includes one or more faceprint entries corresponding to normalized face regions determined from the acquired digital image.
摘要翻译：对应于利用图像获取装置获取并且数字嵌入在一个或多个数字存储介质内的图像内检测到的面部区域的面部图像数据库包括图像，身份和面部识别数据组件。图像数据分量包括获取的数字图像数据，包括内容数据和与其中的各个获取的数字图像或面部区域对应的唯一标识符，或两者。身份数据组件包括已经确定在图像数据内检测到的识别的脸部区域已经被识别为对应的已知身份的识别列表。面部识别数据组件包括对于个人已知身份的一个或多个身份表对应于一个或多个身份条目，以及一个或多个与一个或多个身份表的一个或多个面部类别条目对应的面部表格表。每个面部类表包括对应于从所获取的数字图像确定的归一化脸部区域的一个或多个面部打印条目。

6. 发明申请

US20100014721A1 Classification System for Consumer Digital Images using Automatic Workflow and Face Detection and Recognition 有权
标题翻译：消费者数字图像分类系统采用自动工作流程和人脸检测与识别
公开(公告)号：US20100014721A1
公开(公告)日：2010-01-21
申请号：US12506124
申请日：2009-07-20
申请人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
发明人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
IPC分类号： G06K9/00
CPC分类号： G06F17/30247 , G06K9/00288
摘要： A processor-based system operating according to digitally-embedded programming instructions includes a face detection module for identifying face regions within digital images. A normalization module generates a normalized version of the face region. A face recognition module automatically extracts a set of face classifier parameter values from the normalized face region that are referred to as a faceprint. A workflow module automatically compares the extracted faceprint to a database of archived faceprints previously determined to correspond to known identities. The workflow module determines based on the comparing whether the new faceprint corresponds to any of the known identities, and associates the new faceprint and normalized face region with a new or known identity within a database. A database module serves to archive data corresponding to the new faceprint and its associated parent image according to the associating by the workflow module within one or more digital data storage media.
摘要翻译：基于数字嵌入式编程指令操作的基于处理器的系统包括用于识别数字图像内的面部区域的面部检测模块。归一化模块生成面部区域的归一化版本。面部识别模块自动从被称为面部印迹的归一化面部区域中提取一组面部分类器参数值。工作流程模块自动将提取的面部图像与先前确定为对应于已知身份的归档面版的数据库进行比较。工作流程模块基于比较新的面印是否对应于任何已知身份，并且将新的面部和正规化面部区域与数据库内的新的或已知的身份相关联来确定。数据库模块用于根据工作流模块在一个或多个数字数据存储介质中的关联来存档对应于新的面部照片及其相关联的父图像的数据。

7. 发明授权

US07558408B1 Classification system for consumer digital images using workflow and user interface modules, and face detection and recognition 有权
标题翻译：消费者数字图像使用工作流程和用户界面模块的分类系统，以及面部检测和识别
公开(公告)号：US07558408B1
公开(公告)日：2009-07-07
申请号：US10764336
申请日：2004-01-22
申请人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
发明人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
IPC分类号： G06K9/00 , G06T1/00 , G06T7/00
CPC分类号： G06K9/00288 , G06K9/00677
摘要： A processor-based system operating according to digitally-embedded programming instructions includes a face detection module for identifying face regions within digital images. A normalization module generates a normalized version of the face region. A face recognition module extracts a set of face classifier parameter values from the normalized face region that are referred to as a faceprint. A workflow module compares the extracted faceprint to a database of archived faceprints previously determined to correspond to known identities. The workflow module determines based on the comparing whether the new faceprint corresponds to any of the known identities, and associates the new faceprint and normalized face region with a new or known identity within a database. A database module serves to archive data corresponding to the new faceprint and its associated parent image according to the associating by the workflow module within one or more digital data storage media. A set of user interface modules serve to obtain user input in the classifying of faceprints and their associated normalized face regions and parent images.
摘要翻译：基于数字嵌入式编程指令操作的基于处理器的系统包括用于识别数字图像内的面部区域的面部检测模块。归一化模块生成面部区域的归一化版本。面部识别模块从被称为面部印迹的归一化面部区域中提取一组面部分类器参数值。工作流程模块将提取的面部图像与先前确定为对应于已知身份的归档面版的数据库进行比较。工作流程模块基于比较新的面印是否对应于任何已知身份，并且将新的面部和正规化面部区域与数据库内的新的或已知的身份相关联来确定。数据库模块用于根据工作流模块在一个或多个数字数据存储介质中的关联来存档对应于新的面部照片及其相关联的父图像的数据。一组用户界面模块用于在面部分类及其相关联的归一化脸部区域和父图像的分类中获得用户输入。

8. 发明授权

US07551755B1 Classification and organization of consumer digital images using workflow, and face detection and recognition 有权
标题翻译：消费者数字图像使用工作流程进行分类和组织，以及面部检测和识别
公开(公告)号：US07551755B1
公开(公告)日：2009-06-23
申请号：US10764339
申请日：2004-01-22
申请人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
发明人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertran
IPC分类号： G06K9/00 , G06T1/00 , G06T7/00
CPC分类号： G06K9/00295 , G06K9/00228
摘要： A processor-based system operating according to digitally-embedded programming instructions includes a face detection module for identifying face regions within digital images. A normalization module generates a normalized version of the face region. A face recognition module extracts a set of face classifier parameter values from the normalized face region that are referred to as a faceprint. A workflow module compares the extracted faceprint to a database of archived faceprints previously determined to correspond to known identities. The workflow module determines based on the comparing whether the new faceprint corresponds to any of the known identities, and associates the new faceprint and normalized face region with a new or known identity within a database. The archived faceprints are digitally organized and may be selectively recalled along with their associated parent images. A database module serves to archive data corresponding to the new faceprint and its associated parent image according to the associating by the workflow module within one or more digital data storage media.
摘要翻译：基于数字嵌入式编程指令操作的基于处理器的系统包括用于识别数字图像内的面部区域的面部检测模块。归一化模块生成面部区域的归一化版本。面部识别模块从被称为面部印迹的归一化面部区域中提取一组面部分类器参数值。工作流程模块将提取的面部图像与先前确定为对应于已知身份的归档面版的数据库进行比较。工作流程模块基于比较新的面印是否对应于任何已知身份，并且将新的面部和正规化面部区域与数据库内的新的或已知的身份相关联来确定。存档的脸部印迹是数字组织的，并且可以与其相关联的父图像一起被选择性地召回。数据库模块用于根据工作流模块在一个或多个数字数据存储介质中的关联来存档对应于新的面部照片及其相关联的父图像的数据。

9. 发明授权

US08553949B2 Classification and organization of consumer digital images using workflow, and face detection and recognition 有权
标题翻译：消费者数字图像使用工作流程进行分类和组织，以及面部检测和识别
公开(公告)号：US08553949B2
公开(公告)日：2013-10-08
申请号：US12554258
申请日：2009-09-04
申请人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertan
发明人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertan
IPC分类号： G06K9/00 , G06K9/62
CPC分类号： G06K9/00295 , G06F3/04842 , G06K9/00208 , G06K9/00261 , G06K9/6218 , G06K9/622
摘要： A processor-based system operating according to digitally-embedded programming instructions performs a method including identifying a group of pixels corresponding to a face region within digital image data acquired by an image acquisition device. A set of face analysis parameter values is extracted from said face region, including a faceprint associated with the face region. First and second reference faceprints are determined for a person using reference images captured respectively in predetermined face-portrait conditions and using ambient conditions. The faceprints are analyzed to determine a baseline faceprint and a range of variability from the baseline associated with the person. Results of the analyzing are stored and used in subsequent recognition of the person in a subsequent image acquired under ambient conditions.
摘要翻译：基于数字嵌入式编程指令操作的基于处理器的系统执行一种方法，包括识别与图像获取装置获取的数字图像数据内的面部区域相对应的像素组。从所述面部区域提取一组面部分析参数值，包括与脸部区域相关联的面部照片。使用分别在预定的人脸肖像条件和使用环境条件下捕获的参考图像来确定人的第一和第二参考面印。分析脸部印迹以确定与人相关联的基线的基线面部和变异范围。存储分析结果并将其用于随后在环境条件下获取的后续图像中的人的识别。

10. 发明授权

US08897504B2 Classification and organization of consumer digital images using workflow, and face detection and recognition 有权
标题翻译：消费者数字图像使用工作流程进行分类和组织，以及面部检测和识别
公开(公告)号：US08897504B2
公开(公告)日：2014-11-25
申请号：US13563730
申请日：2012-07-31
申请人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertan
发明人： Eran Steinberg , Peter Corcoran , Yury Prilutsky , Petronel Bigioi , Mihai Ciuc , Stefanita Ciurel , Constantin Vertan
IPC分类号： G06K9/00 , G06K9/62
CPC分类号： G06K9/00295 , G06F3/04842 , G06K9/00208 , G06K9/00261 , G06K9/6218 , G06K9/622
摘要： A processor-based system operating according to digitally-embedded programming instructions performs a method including identifying a group of pixels corresponding to a face region within digital image data acquired by an image acquisition device. A set of face analysis parameter values is extracted from said face region, including a faceprint associated with the face region. First and second reference faceprints are determined for a person using reference images captured respectively in predetermined face-portrait conditions and using ambient conditions. The faceprints are analyzed to determine a baseline faceprint and a range of variability from the baseline associated with the person. Results of the analyzing are stored and used in subsequent recognition of the person in a subsequent image acquired under ambient conditions.
摘要翻译：基于数字嵌入式编程指令操作的基于处理器的系统执行一种方法，包括识别与图像获取装置获取的数字图像数据内的面部区域相对应的像素组。从所述面部区域提取一组面部分析参数值，包括与脸部区域相关联的面部照片。使用分别在预定的人脸肖像条件和使用环境条件下捕获的参考图像来确定人的第一和第二参考面印。分析脸部印迹以确定与人相关联的基线的基线面部和变异范围。存储分析结果并将其用于随后在环境条件下获取的后续图像中的人的识别。

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