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1. 发明授权

US10152647B2 Comparing extracted card data using continuous scanning 有权
公开(公告)号：US10152647B2
公开(公告)日：2018-12-11
申请号：US15184198
申请日：2016-06-16
申请人： GOOGLE INC.
发明人： Sanjiv Kumar , Henry Allan Rowley , Xiaohang Wang , Yakov Okshtein , Farhan Shamsi , Alessandro Bissacco
IPC分类号： G06K9/18 , G06K9/62 , G06Q20/34 , G06Q20/40 , G06Q20/32 , G06K9/78 , G06K9/00 , G06K9/03 , G06K9/20 , G06K9/22 , G06K9/34 , G06T17/00
摘要： Comparing extracted card data from a continuous scan comprises receiving, by one or more computing devices, a digital scan of a card; obtaining a plurality of images of the card from the digital scan of the physical card; performing an optical character recognition algorithm on each of the plurality of images; comparing results of the application of the optical character recognition algorithm for each of the plurality of images; determining if a configured threshold of the results for each of the plurality of images match each other; and verifying the results when the results for each of the plurality of images match each other. Threshold confidence level for the extracted card data can be employed to determine the accuracy of the extraction. Data is further extracted from blended images and three-dimensional models of the card. Embossed text and holograms in the images may be used to prevent fraud.

2. 发明授权

US09892317B2 Extracting card data from multiple cards 有权
公开(公告)号：US09892317B2
公开(公告)日：2018-02-13
申请号：US15297127
申请日：2016-10-18
申请人： GOOGLE INC.
发明人： Xiaohang Wang , Jeff Huber , Farhan Shamsi , Yakov Okshtein , Sanjiv Kumar , Henry Allan Rowley , Marcus Quintana Mitchell , Debra Lin Repenning
IPC分类号： G06K9/00 , G06K9/32 , G06K9/20 , G06K9/62
CPC分类号： G06K9/00469 , G06K9/00463 , G06K9/2063 , G06K9/3283 , G06K9/6201 , G06K2209/01
摘要： Extracting financial card information with relaxed alignment comprises a method to receive an image of a card, determine one or more edge finder zones in locations of the image, and identify lines in the one or more edge finder zones. The method further identifies one or more quadrilaterals formed by intersections of extrapolations of the identified lines, determines an aspect ratio of the one or more quadrilateral, and compares the determined aspect ratios of the quadrilateral to an expected aspect ratio. The method then identifies a quadrilateral that matches the expected aspect ratio and performs an optical character recognition algorithm on the rectified model. A similar method is performed on multiple cards in an image. The results of the analysis of each of the cards are compared to improve accuracy of the data.

3. 发明申请

US20180039857A1 EXTRACTING IMAGE DATA USING THREE-DIMENSIONAL MODELS 审中-公开
公开(公告)号：US20180039857A1
公开(公告)日：2018-02-08
申请号：US15655849
申请日：2017-07-20
申请人： GOOGLE INC.
发明人： Sanjiv Kumar , Henry Allan Rowley , Xiaohang Wang , Yakov Okshtein , Farhan Shamsi , Alessandro Bissacco
IPC分类号： G06K9/62
CPC分类号： G06K9/6201 , G06K9/00201 , G06K9/00469 , G06K9/00483 , G06K9/03 , G06K9/036 , G06K9/18 , G06K9/20 , G06K9/2054 , G06K9/228 , G06K9/344 , G06K9/6202 , G06K9/78 , G06K2009/2045 , G06K2209/01 , G06K2209/40 , G06Q20/322 , G06Q20/327 , G06Q20/34 , G06Q20/4016 , G06T17/00
摘要： Comparing extracted card data from a continuous scan comprises an optical character recognition (“OCR”) system for extracted data based on three-dimensional models. The system receives a digital scan of a physical card and obtains a plurality of images of the card from the digital scan of the physical card. The system performs an OCR algorithm on a three-dimensional model based on the images and determines if a confidence level of the results are above a preconfigured level. If the results are below the preconfigured levels, a second three dimensional model is created that includes additional received images. When results are over the preconfigured level, the results are accepted as an accurate extraction.

4. 发明申请

US20170185837A1 COMPARING EXTRACTED CARD DATA USING CONTINUOUS SCANNING 有权
公开(公告)号：US20170185837A1
公开(公告)日：2017-06-29
申请号：US15461180
申请日：2017-03-16
申请人： GOOGLE INC.
发明人： Sanjiv Kumar , Henry Allan Rowley , Xiaohang Wang , Yakov Okshtein , Farhan Shamsi , Alessandro Bissacco
IPC分类号： G06K9/00 , G06Q20/34 , G06K9/78 , G06Q20/32 , G06K9/34 , G06T17/00
CPC分类号： G06K9/6201 , G06K9/00201 , G06K9/00469 , G06K9/00483 , G06K9/03 , G06K9/036 , G06K9/18 , G06K9/20 , G06K9/2054 , G06K9/228 , G06K9/344 , G06K9/6202 , G06K9/78 , G06K2009/2045 , G06K2209/01 , G06K2209/40 , G06Q20/322 , G06Q20/327 , G06Q20/34 , G06Q20/4016 , G06T17/00
摘要： Comparing extracted card data from a continuous scan comprises receiving, by one or more computing devices, a digital scan of a card; obtaining a plurality of images of the card from the digital scan of the physical card; performing an optical character recognition algorithm on each of the plurality of images; comparing results of the application of the optical character recognition algorithm for each of the plurality of images; determining if a configured threshold of the results for each of the plurality of images match each other; and verifying the results when the results for each of the plurality of images match each other. Threshold confidence level for the extracted card data can be employed to determine the accuracy of the extraction. Data is further extracted from blended images and three-dimensional models of the card. Embossed text and holograms in the images may be used to prevent fraud.

5. 发明授权

US09594972B2 Payment card OCR with relaxed alignment 有权
标题翻译：支付卡OCR轻松对齐
公开(公告)号：US09594972B2
公开(公告)日：2017-03-14
申请号：US15158520
申请日：2016-05-18
申请人： GOOGLE INC.
发明人： Xiaohang Wang , Farhan Shamsi , Yakov Okshtein , Sanjiv Kumar , Henry Allan Rowley , Marcus Quintana Mitchell , Debra Lin Repenning , Alessandro Bissacco , Justin Scheiner , Leon Palm
IPC分类号： G06K9/00 , G06K9/32 , G06K9/18 , G06K9/22 , G06K9/40 , G06K9/36
CPC分类号： G06K9/3283 , G06K9/00469 , G06K9/18 , G06K9/228 , G06K9/325 , G06K9/40 , G06K2009/363 , G06K2209/01
摘要： Extracting financial card information with relaxed alignment comprises a method to receive an image of a card, determine one or more edge finder zones in locations of the image, and identify lines in the one or more edge finder zones. The method further identifies one or more quadrilaterals formed by intersections of extrapolations of the identified lines, determines an aspect ratio of the one or more quadrilateral, and compares the determined aspect ratios of the quadrilateral to an expected aspect ratio. The method then identifies a quadrilateral that matches the expected aspect ratio and performs an optical character recognition algorithm on the rectified model. A similar method is performed on multiple cards in an image. The results of the analysis of each of the cards are compared to improve accuracy of the data.
摘要翻译：以轻松对准的方式提取金融卡信息包括接收卡的图像的方法，在图像的位置确定一个或多个边缘查找器区域，并识别一个或多个边缘查找器区域中的线。该方法还识别由所识别的线的外插的交点形成的一个或多个四边形，确定一个或多个四边形的纵横比，并将确定的四边形的纵横比与预期的纵横比进行比较。然后，该方法识别与预期宽高比匹配的四边形，并在整流模型上执行光学字符识别算法。在图像中的多个卡上执行类似的方法。比较每个卡的分析结果，提高数据的准确性。

6. 发明申请

US20170053162A1 CARD ART DISPLAY 审中-公开
标题翻译：卡片艺术展示
公开(公告)号：US20170053162A1
公开(公告)日：2017-02-23
申请号：US15346709
申请日：2016-11-08
申请人： GOOGLE INC.
发明人： Marcus Quintana Mitchell , Peter Hazlehurst , Xiaohang Wang , Debra Lin Repenning, IV , Yakov Okshtein , Sanjiv Kumar , Farhan Shamsi , Henry Allan Rowley
IPC分类号： G06K9/00
CPC分类号： G06K9/00449 , G06K9/00483 , G06K9/00536 , G06K2209/01
摘要： Providing improved card art for display comprises receiving, by one or more computing devices, an image of a card and performing an image recognition algorithm on the image. The computing device identifies images represented on the card image and comparing the identified images to an image database. The computing device determines a standard card art image associated with the identified image based at least in part on the comparison and associates the standard card art image with an account of a user, the account being associated with the card in the image. The computing device displays the standard card art as a representation of the account.
摘要翻译：提供用于显示的改进的卡片艺术品包括由一个或多个计算设备接收卡片的图像并在图像上执行图像识别算法。计算设备识别卡片图像上表示的图像，并将识别的图像与图像数据库进行比较。计算设备至少部分地基于比较来确定与所识别的图像相关联的标准卡片艺术图像，并且将标准卡片艺术图像与用户的帐户相关联，该帐户与图像中的卡片相关联。计算设备将标准卡片艺术作为帐户的表示显示。

7. 发明授权

US09501695B2 Extracting card data from multiple cards 有权
公开(公告)号：US09501695B2
公开(公告)日：2016-11-22
申请号：US14837605
申请日：2015-08-27
申请人： GOOGLE INC.
发明人： Xiaohang Wang , Jeff Huber , Farhan Shamsi , Yakov Okshtein , Sanjiv Kumar , Henry Allan Rowley , Marcus Quintana Mitchell , Debra Lin Repenning
IPC分类号： G06K9/00 , G06K9/32
CPC分类号： G06K9/00469 , G06K9/00463 , G06K9/2063 , G06K9/3283 , G06K9/6201 , G06K2209/01
摘要： Extracting financial card information with relaxed alignment comprises a method to receive an image of a card, determine one or more edge finder zones in locations of the image, and identify lines in the one or more edge finder zones. The method further identifies one or more quadrilaterals formed by intersections of extrapolations of the identified lines, determines an aspect ratio of the one or more quadrilateral, and compares the determined aspect ratios of the quadrilateral to an expected aspect ratio. The method then identifies a quadrilateral that matches the expected aspect ratio and performs an optical character recognition algorithm on the rectified model. A similar method is performed on multiple cards in an image. The results of the analysis of each of the cards are compared to improve accuracy of the data.

8. 发明授权

US09436884B2 Comparing extracted card data with user data 有权
标题翻译：将提取的卡片数据与用户数据进行比较
公开(公告)号：US09436884B2
公开(公告)日：2016-09-06
申请号：US14504214
申请日：2014-10-01
申请人： GOOGLE INC.
发明人： Xiaohang Wang , Farhan Shamsi , Sanjiv Kumar , Henry Allan Rowley , Marcus Quintana Mitchell
IPC分类号： G06K9/00 , G06K9/18 , G06K9/62
CPC分类号： G06K9/186 , G06K7/10 , G06K9/00469 , G06K9/18 , G06K9/2054 , G06K9/228 , G06K9/6202 , G06K2209/01 , G06Q20/32 , G06Q20/3223 , G06Q20/3276 , G06Q20/34 , G06Q20/36 , H04N1/00307
摘要： Extracting card data comprises receiving, by one or more computing devices, a digital image of a card; perform an image recognition process on the digital representation of the card; identifying an image in the digital representation of the card; comparing the identified image to an image database comprising a plurality of images and determining that the identified image matches a stored image in the image database; determining a card type associated with the stored image and associating the card type with the card based on the determination that the identified image matches the stored image; and performing a particular optical character recognition algorithm on the digital representation of the card, the particular optical character recognition algorithm being based on the determined card type. Another example uses an issuer identification number to improve data extraction. Another example compares extracted data with user data to improve accuracy.
摘要翻译：提取卡数据包括由一个或多个计算设备接收卡的数字图像; 对卡的数字表示进行图像识别处理; 识别卡的数字表示中的图像; 将所识别的图像与包括多个图像的图像数据库进行比较，并确定所识别的图像与图像数据库中存储的图像匹配; 基于所识别的图像与所存储的图像匹配的确定来确定与所存储的图像相关联的卡类型并将卡类型与卡相关联; 以及对所述卡的数字表示执行特定光学字符识别算法，所述特定光学字符识别算法基于所确定的卡类型。另一个例子是使用发行人识别号来改进数据提取。另一个例子比较了提取的数据与用户数据，以提高准确性。

9. 发明授权

US09390419B2 Comparing extracted card data using continuous scanning 有权
标题翻译：使用连续扫描比较提取的卡数据
公开(公告)号：US09390419B2
公开(公告)日：2016-07-12
申请号：US14447072
申请日：2014-07-30
申请人： GOOGLE INC.
发明人： Sanjiv Kumar , Henry Allan Rowley , Xiaohang Wang , Yakov Okshtein , Farhan Shamsi , Alessandro Bissacco
IPC分类号： G06K9/00 , G06Q20/40 , G06K9/18 , G06K9/62
CPC分类号： G06K9/6201 , G06K9/00201 , G06K9/00469 , G06K9/00483 , G06K9/03 , G06K9/036 , G06K9/18 , G06K9/20 , G06K9/2054 , G06K9/228 , G06K9/344 , G06K9/6202 , G06K9/78 , G06K2009/2045 , G06K2209/01 , G06K2209/40 , G06Q20/322 , G06Q20/327 , G06Q20/34 , G06Q20/4016 , G06T17/00
摘要： Comparing extracted card data from a continuous scan comprises receiving, by one or more computing devices, a digital scan of a card; obtaining a plurality of images of the card from the digital scan of the physical card; performing an optical character recognition algorithm on each of the plurality of images; comparing results of the application of the optical character recognition algorithm for each of the plurality of images; determining if a configured threshold of the results for each of the plurality of images match each other; and verifying the results when the results for each of the plurality of images match each other. Threshold confidence level for the extracted card data can be employed to determine the accuracy of the extraction. Data is further extracted from blended images and three-dimensional models of the card. Embossed text and holograms in the images may be used to prevent fraud.
摘要翻译：比较来自连续扫描的提取的卡数据包括由一个或多个计算设备接收卡的数字扫描; 从所述物理卡的数字扫描中获取所述卡的多个图像; 对所述多个图像中的每一个执行光学字符识别算法; 比较针对所述多个图像中的每一个的所述光学字符识别算法的应用结果; 确定所述多个图像中的每一个的结果的配置阈值是否彼此匹配; 以及当多个图像中的每一个的结果彼此匹配时验证结果。可以采用提取的卡数据的阈值置信水平来确定提取的准确性。从混合图像和卡片的三维模型进一步提取数据。图像中的压纹文字和全息图可能被用来防止欺诈。

10. 发明授权

US09367754B2 Payment card OCR with relaxed alignment 有权
标题翻译：支付卡OCR轻松对齐
公开(公告)号：US09367754B2
公开(公告)日：2016-06-14
申请号：US14462711
申请日：2014-08-19
申请人： GOOGLE INC.
发明人： Xiaohang Wang , Farhan Shamsi , Yakov Okshtein , Sanjiv Kumar , Henry Allan Rowley , Marcus Quintana Mitchell , Debra Lin Repenning , Alessandro Bissacco , Justin Scheiner , Leon Palm
IPC分类号： G06K9/00 , G06K9/32
CPC分类号： G06K9/3283 , G06K9/00469 , G06K9/18 , G06K9/228 , G06K9/325 , G06K9/40 , G06K2009/363 , G06K2209/01
摘要： Extracting financial card information with relaxed alignment comprises a method to receive an image of a card, determine one or more edge finder zones in locations of the image, and identify lines in the one or more edge finder zones. The method further identifies one or more quadrilaterals formed by intersections of extrapolations of the identified lines, determines an aspect ratio of the one or more quadrilateral, and compares the determined aspect ratios of the quadrilateral to an expected aspect ratio. The method then identifies a quadrilateral that matches the expected aspect ratio and performs an optical character recognition algorithm on the rectified model. A similar method is performed on multiple cards in an image. The results of the analysis of each of the cards are compared to improve accuracy of the data.
摘要翻译：以轻松对准的方式提取金融卡信息包括接收卡的图像的方法，在图像的位置确定一个或多个边缘查找器区域，并识别一个或多个边缘查找器区域中的线。该方法还识别由所识别的线的外插的交点形成的一个或多个四边形，确定一个或多个四边形的纵横比，并将确定的四边形的纵横比与预期的纵横比进行比较。然后，该方法识别与预期宽高比匹配的四边形，并在整流模型上执行光学字符识别算法。在图像中的多个卡上执行类似的方法。比较每个卡的分析结果，提高数据的准确性。

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