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1. 发明授权

US08995744B2 Cart inspection for suspicious items 有权
标题翻译：购物车检查可疑物品
公开(公告)号：US08995744B2
公开(公告)日：2015-03-31
申请号：US13872566
申请日：2013-04-29
申请人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
发明人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
IPC分类号： G06K9/00 , G08B13/196 , A47F9/04 , G07G1/00 , G07G3/00 , G08B21/04 , G08B31/00
CPC分类号： G06K9/00771 , A47F9/045 , A47F9/046 , G06Q20/202 , G06Q30/0185 , G06Q30/0609 , G06T7/74 , G06T2207/10016 , G06T2207/30232 , G06T2207/30242 , G07G1/0036 , G07G3/003 , G08B13/196 , G08B13/19604 , G08B13/19613 , G08B13/19673 , G08B21/0423 , G08B31/00 , H04N7/183
摘要： Methods and apparatus provide for a Cart Inspector to create a suspicion level for a transaction when a video image of the transaction portrays an item(s) left in a shopping cart. Specifically, the Cart Inspector obtains video data associated with a time(s) of interest. The video data originates from a video camera that monitors a transaction area. The Cart Inspector analyzes the video data with respect to target image(s) associated with a transaction in the transaction area during the time(s) of interest. The Cart Inspector creates an indication of a suspicion level for the transaction based on analysis of the target image(s). Creation of a high suspicion level for the transaction indicates that the transaction's corresponding video images most likely portray occurrences where the purchase price of an item transported through the transaction area was not included in the total amount paid by the customer.
摘要翻译：方法和装置为购物车检查员提供交易的视频图像描绘出购物车中留下的商品时为交易创建怀疑级别。具体来说，Cart Inspector获取与感兴趣的时间相关联的视频数据。视频数据源自监视交易区域的摄像机。 Cart Inspector在感兴趣的时间内分析与交易区域中的交易相关的目标图像的视频数据。 Cart Inspector根据目标图像的分析创建交易的怀疑级别的指示。为交易创造高怀疑水平表明，交易对应的视频图像最有可能描绘了通过交易区域运输的物品的购买价格未包含在客户支付的总金额中的事件。

2. 发明申请

US20080226129A1 Cart Inspection for Suspicious Items 有权
标题翻译：购物车检查可疑物品
公开(公告)号：US20080226129A1
公开(公告)日：2008-09-18
申请号：US12047042
申请日：2008-03-12
申请人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
发明人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
IPC分类号： G06K9/00 , H04N7/18
CPC分类号： G06K9/00771 , A47F9/045 , A47F9/046 , G06Q20/202 , G06Q30/0185 , G06Q30/0609 , G06T7/74 , G06T2207/10016 , G06T2207/30232 , G06T2207/30242 , G07G1/0036 , G07G3/003 , G08B13/196 , G08B13/19604 , G08B13/19613 , G08B13/19673 , G08B21/0423 , G08B31/00 , H04N7/183
摘要： Methods and apparatus provide for a Cart Inspector to create a suspicion level for a transaction when a video image of the transaction portrays an item(s) left in a shopping cart. Specifically, the Cart Inspector obtains video data associated with a time(s) of interest. The video data originates from a video camera that monitors a transaction area. The Cart Inspector analyzes the video data with respect to target image(s) associated with a transaction in the transaction area during the time(s) of interest. The Cart Inspector creates an indication of a suspicion level for the transaction based on analysis of the target image(s). Creation of a high suspicion level for the transaction indicates that the transaction's corresponding video images most likely portray occurrences where the purchase price of an item transported through the transaction area was not included in the total amount paid by the customer.
摘要翻译：方法和装置为购物车检查员提供交易的视频图像描绘出购物车中留下的商品时为交易创建怀疑级别。具体来说，Cart Inspector获取与感兴趣的时间相关联的视频数据。视频数据源自监视交易区域的摄像机。 Cart Inspector在感兴趣的时间内分析与交易区域中的交易相关的目标图像的视频数据。 Cart Inspector根据目标图像的分析创建交易的怀疑级别的指示。为交易创造高怀疑水平表明，交易对应的视频图像最有可能描绘了通过交易区域运输的物品的购买价格未包含在客户支付的总金额中的事件。

3. 发明授权

US08146811B2 Cart inspection for suspicious items 有权
标题翻译：购物车检查可疑物品
公开(公告)号：US08146811B2
公开(公告)日：2012-04-03
申请号：US12047042
申请日：2008-03-12
申请人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
发明人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
IPC分类号： G06K15/00 , G06K9/00
CPC分类号： G06K9/00771 , A47F9/045 , A47F9/046 , G06Q20/202 , G06Q30/0185 , G06Q30/0609 , G06T7/74 , G06T2207/10016 , G06T2207/30232 , G06T2207/30242 , G07G1/0036 , G07G3/003 , G08B13/196 , G08B13/19604 , G08B13/19613 , G08B13/19673 , G08B21/0423 , G08B31/00 , H04N7/183
摘要： Methods and apparatus provide for a Cart Inspector to create a suspicion level for a transaction when a video image of the transaction portrays an item(s) left in a shopping cart. Specifically, the Cart Inspector obtains video data associated with a time(s) of interest. The video data originates from a video camera that monitors a transaction area. The Cart Inspector analyzes the video data with respect to target image(s) associated with a transaction in the transaction area during the time(s) of interest. The Cart Inspector creates an indication of a suspicion level for the transaction based on analysis of the target image(s). Creation of a high suspicion level for the transaction indicates that the transaction's corresponding video images most likely portray occurrences where the purchase price of an item transported through the transaction area was not included in the total amount paid by the customer.
摘要翻译：方法和装置为购物车检查员提供交易的视频图像描绘出购物车中留下的商品时为交易创建怀疑级别。具体来说，Cart Inspector获取与感兴趣的时间相关联的视频数据。视频数据源自监视交易区域的摄像机。 Cart Inspector在感兴趣的时间内分析与交易区域中的交易相关的目标图像的视频数据。 Cart Inspector根据目标图像的分析创建交易的怀疑级别的指示。为交易创造高怀疑水平表明，交易对应的视频图像最有可能描绘了通过交易区域运输的物品的购买价格未包含在客户支付的总金额中的事件。

4. 发明申请

US20130265433A1 CART INSPECTION FOR SUSPICIOUS ITEMS 审中-公开
公开(公告)号：US20130265433A1
公开(公告)日：2013-10-10
申请号：US13872566
申请日：2013-04-29
申请人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
发明人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
IPC分类号： G07G3/00 , G08B13/196
CPC分类号： G06K9/00771 , A47F9/045 , A47F9/046 , G06Q20/202 , G06Q30/0185 , G06Q30/0609 , G06T7/74 , G06T2207/10016 , G06T2207/30232 , G06T2207/30242 , G07G1/0036 , G07G3/003 , G08B13/196 , G08B13/19604 , G08B13/19613 , G08B13/19673 , G08B21/0423 , G08B31/00 , H04N7/183
摘要： Methods and apparatus provide for a Cart Inspector to create a suspicion level for a transaction when a video image of the transaction portrays an item(s) left in a shopping cart. Specifically, the Cart Inspector obtains video data associated with a time(s) of interest. The video data originates from a video camera that monitors a transaction area. The Cart Inspector analyzes the video data with respect to target image(s) associated with a transaction in the transaction area during the time(s) of interest. The Cart Inspector creates an indication of a suspicion level for the transaction based on analysis of the target image(s). Creation of a high suspicion level for the transaction indicates that the transaction's corresponding video images most likely portray occurrences where the purchase price of an item transported through the transaction area was not included in the total amount paid by the customer.

5. 发明授权

US08430312B2 Cart inspection for suspicious items 有权
公开(公告)号：US08430312B2
公开(公告)日：2013-04-30
申请号：US13437456
申请日：2012-04-02
申请人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
发明人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
IPC分类号： G06K15/00
CPC分类号： G06K9/00771 , A47F9/045 , A47F9/046 , G06Q20/202 , G06Q30/0185 , G06Q30/0609 , G06T7/74 , G06T2207/10016 , G06T2207/30232 , G06T2207/30242 , G07G1/0036 , G07G3/003 , G08B13/196 , G08B13/19604 , G08B13/19613 , G08B13/19673 , G08B21/0423 , G08B31/00 , H04N7/183
摘要： Methods and apparatus provide for a Cart Inspector to create a suspicion level for a transaction when a video image of the transaction portrays an item(s) left in a shopping cart. Specifically, the Cart Inspector obtains video data associated with a time(s) of interest. The video data originates from a video camera that monitors a transaction area. The Cart Inspector analyzes the video data with respect to target image(s) associated with a transaction in the transaction area during the time(s) of interest. The Cart Inspector creates an indication of a suspicion level for the transaction based on analysis of the target image(s). Creation of a high suspicion level for the transaction indicates that the transaction's corresponding video images most likely portray occurrences where the purchase price of an item transported through the transaction area was not included in the total amount paid by the customer.

6. 发明申请

US20120188377A1 CART INSPECTION FOR SUSPICIOUS ITEMS 有权
标题翻译：针对可疑物品进行检测
公开(公告)号：US20120188377A1
公开(公告)日：2012-07-26
申请号：US13437456
申请日：2012-04-02
申请人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
发明人： Malay Kundu , Brian Frank O'Donnell , Matthew K. Farrow , Vikram Srinivasan , Joshua Migdal
IPC分类号： H04N7/18
CPC分类号： G06K9/00771 , A47F9/045 , A47F9/046 , G06Q20/202 , G06Q30/0185 , G06Q30/0609 , G06T7/74 , G06T2207/10016 , G06T2207/30232 , G06T2207/30242 , G07G1/0036 , G07G3/003 , G08B13/196 , G08B13/19604 , G08B13/19613 , G08B13/19673 , G08B21/0423 , G08B31/00 , H04N7/183
摘要： Methods and apparatus provide for a Cart Inspector to create a suspicion level for a transaction when a video image of the transaction portrays an item(s) left in a shopping cart. Specifically, the Cart Inspector obtains video data associated with a time(s) of interest. The video data originates from a video camera that monitors a transaction area. The Cart Inspector analyzes the video data with respect to target image(s) associated with a transaction in the transaction area during the time(s) of interest. The Cart Inspector creates an indication of a suspicion level for the transaction based on analysis of the target image(s). Creation of a high suspicion level for the transaction indicates that the transaction's corresponding video images most likely portray occurrences where the purchase price of an item transported through the transaction area was not included in the total amount paid by the customer.
摘要翻译：方法和装置为购物车检查员提供交易的视频图像描绘出购物车中留下的商品时为交易创建怀疑级别。具体来说，Cart Inspector获取与感兴趣的时间相关联的视频数据。视频数据源自监视交易区域的摄像机。 Cart Inspector在感兴趣的时间内分析与交易区域中的交易相关的目标图像的视频数据。 Cart Inspector根据目标图像的分析创建交易的怀疑级别的指示。为交易创造高怀疑水平表明，交易对应的视频图像最有可能描绘了通过交易区域运输的物品的购买价格未包含在客户支付的总金额中的事件。

7. 发明授权

US08448858B1 Method and apparatus for detecting suspicious activity using video analysis from alternative camera viewpoint 有权
标题翻译：使用视频分析从备用摄像机的角度检测可疑活动的方法和装置
公开(公告)号：US08448858B1
公开(公告)日：2013-05-28
申请号：US12489099
申请日：2009-06-22
申请人： Malay Kundu , Joshua Migdal , Vikram Srinivasan , Matthew Farrow
发明人： Malay Kundu , Joshua Migdal , Vikram Srinivasan , Matthew Farrow
IPC分类号： G06K15/00 , G06F17/00
CPC分类号： G06Q20/00 , G06Q20/4016 , G06Q20/403 , G07F17/3241 , G07F19/207 , G07G3/003 , G08B13/19613 , G08B13/246
摘要： A system performs video identification of items involved with transactions, as captured in video data, and compares this item identification information with transaction data obtained from a transaction terminal such as a point-of-sale register to identify situations that are suspicious and may indicate fraudulent activity or operator error. In particular, the system as disclosed herein utilizes unique camera positions, and can use video data from more than one camera, to perform robust detections of fraudulent or suspicious activities associated with transactions in the transaction area. By obtaining video data originating from at least one video camera that monitors a transaction area, the system can automatically (i.e. no human involvement needed) analyze the video data to track items involved in a transaction in the transaction area. Using this information, the system can compare the video analysis of the tracked items to transaction data produced from a transaction terminal to identify suspicious activity. The system can also create, update and maintain object models for items tracked in a transaction area, in part, to assist in identifying suspicious activity.
摘要翻译：系统对与视频数据中捕获的事务相关的项目执行视频识别，并将该项目识别信息与从诸如销售点寄存器的交易终端获得的交易数据进行比较，以识别可疑的情况并且可能指示欺诈活动或操作员错误。特别地，本文公开的系统利用独特的相机位置，并且可以使用来自多于一个照相机的视频数据来执行与交易区域中的交易相关联的欺诈或可疑活动的鲁棒检测。通过获取源自监视交易区域的至少一个摄像机的视频数据，系统可以自动地（即，不需要人为参与）分析视频数据以跟踪事务区域中的交易中涉及的项目。使用该信息，系统可以将跟踪项目的视频分析与从交易终端产生的交易数据进行比较，以识别可疑活动。系统还可以创建，更新和维护在事务区域中跟踪的项目的对象模型，部分原因是为了帮助识别可疑活动。

8. 发明授权

US08462212B1 Correlating detected events with image data 有权
标题翻译：检测到的事件与图像数据相关
公开(公告)号：US08462212B1
公开(公告)日：2013-06-11
申请号：US12685517
申请日：2010-01-11
申请人： Malay Kundu , Joshua Migdal , Vikram Srinivasan , Matthew Farrow
发明人： Malay Kundu , Joshua Migdal , Vikram Srinivasan , Matthew Farrow
IPC分类号： H04N7/18 , H04N9/475
CPC分类号： H04N7/18 , G07G1/0081
摘要： According to one configuration, a computer environment includes a first monitoring system, a second monitoring system, and an analyzer. The first monitoring system produces video of an item being entered into a point of sale system. The second monitoring system monitors events associated with entering of the item into the point of sale system. The analyzer detects, via a communication from the second monitoring system, an occurrence of at least one event associated with entering of the item. Based on communication, the analyzer correlates the at least one event to a particular time in the video when the at least one event occurred.
摘要翻译：根据一个配置，计算机环境包括第一监视系统，第二监视系统和分析器。第一监视系统产生正在输入销售系统的物品的视频。第二个监控系统监控与物品进入销售系统相关的事件。分析器通过来自第二监视系统的通信检测与项目的输入相关联的至少一个事件的发生。基于通信，当至少一个事件发生时，分析仪将至少一个事件与视频中的特定时间相关联。

9. 发明申请

US20150002675A1 METHOD AND APPARATUS FOR DETECTING SUSPICIOUS ACTIVITY USING VIDEO ANALYSIS 有权
标题翻译：使用视频分析检测可疑活性的方法和装置
公开(公告)号：US20150002675A1
公开(公告)日：2015-01-01
申请号：US14485848
申请日：2014-09-15
申请人： Malay Kundu , Vikram Srinivasan , Joshua Migdal , Xiaowei Chen
发明人： Malay Kundu , Vikram Srinivasan , Joshua Migdal , Xiaowei Chen
IPC分类号： G06K9/00 , G06T7/00 , H04N7/18
CPC分类号： G06K9/00771 , G06K9/00718 , G06K2009/00738 , G06Q20/00 , G06Q20/20 , G06Q20/208 , G06Q20/4016 , G06Q20/403 , G06T7/00 , G06T2207/10016 , G06T2207/30232 , G07F17/3241 , G07F19/207 , G07G3/00 , G08B13/246 , H04N7/181
摘要： A system detects a transaction outcome by obtaining video data associated with a transaction area and analyzing the video data to obtain at least one video transaction parameter concerning transactions associated with the transaction area. The transaction area can be a video count of items indicated in the video data as detected by an automated item detection algorithm applied to the video data. The system obtains at least one expected transaction parameter concerning an expected transaction that occurs in the transaction area, such as a scan count of items scanned at a point of sale terminal. The system automatically compares the video transaction parameter(s) to the expected transaction parameter(s) to identify a transaction outcome that may indicate fraudulent activity such as sweethearting in a retail environment.
摘要翻译：系统通过获得与交易区域相关联的视频数据并分析视频数据以获得关于与交易区域相关联的交易的至少一个视频交易参数来检测交易结果。交易区域可以是由应用于视频数据的自动项目检测算法检测的视频数据中指示的项目的视频数。系统获得关于在交易区域中发生的预期交易的至少一个预期交易参数，诸如在销售点终端处扫描的物品的扫描计数。系统自动将视频交易参数与预期交易参数进行比较，以识别可能指示欺诈活动（例如零售环境中的甜心）的交易结果。

10. 发明授权

US08538820B1 Method and apparatus for web-enabled random-access review of point of sale transactional video 有权
标题翻译：销售点交易视频的网络随机访问审查方法和装置
公开(公告)号：US08538820B1
公开(公告)日：2013-09-17
申请号：US12912473
申请日：2010-10-26
申请人： Joshua Migdal , Matthew Farrow , Vikram Srinivasan , Malay Kundu
发明人： Joshua Migdal , Matthew Farrow , Vikram Srinivasan , Malay Kundu
IPC分类号： G06Q20/00 , H04N7/18
CPC分类号： H04N7/18 , G06Q20/20 , G06Q20/206 , G07G1/0054 , G07G1/14
摘要： Techniques disclosed herein include a reviewer interface for providing random-access review of point-of-sale (POS) video, visual indicators to point to point to objects within the point-of-sale video, and/or display of interactive statistical features. The system obtains video data of point-of-sale transactions, and corresponding transaction data correlated with the video data. The system identifies and displays transaction events of interest. In one embodiment, such a display includes displaying a visual indicator positioned at a spatial location within displayed video to identify a location of an object in the displayed video that corresponds to the transaction event identified as a transaction event of interest. The system also includes functionality to display visual indicators associated with transaction data to convey magnitude or quantity of transaction events of interest. The system also includes interactive graphs and filtering criteria for displaying transaction statistics and to browse details of transaction events.
摘要翻译：本文公开的技术包括用于提供销售点（POS）视频的随机访问审查的审阅者界面，指向点销售视频内的对象的视觉指示器和/或交互式统计特征的显示。系统获取销售点交易的视频数据，以及与视频数据相关的相应交易数据。系统识别并显示感兴趣的交易事件。在一个实施例中，这样的显示器包括显示位于所显示的视频内的空间位置处的视觉指示符，以识别所显示的视频中对应于被识别为感兴趣的交易事件的交易事件的对象的位置。该系统还包括用于显示与交易数据相关联的视觉指示以传达感兴趣的交易事件的大小或数量的功能。该系统还包括用于显示交易统计信息和浏览交易事件细节的交互式图表和过滤条件。

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