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公开(公告)号:US11967164B2
公开(公告)日:2024-04-23
申请号:US18134473
申请日:2023-04-13
申请人: Kofax, Inc.
发明人: Jiyong Ma , Stephen M. Thompson , Jan W. Amtrup
IPC分类号: G06V30/00 , G06F18/20 , G06F18/21 , G06N7/00 , G06N20/00 , G06T7/00 , G06T7/11 , G06T7/12 , G06T7/13 , G06T7/194 , G06T7/70 , G06T7/90 , G06V10/44 , G06V10/762 , G06V10/80 , G06V20/40 , G06V30/146 , G06V30/162 , G06V30/18 , G06V30/19 , G06V30/413 , G06V10/28 , G06V30/10 , G06V30/224
CPC分类号: G06V30/147 , G06F18/217 , G06F18/285 , G06N7/00 , G06N20/00 , G06T7/0002 , G06T7/11 , G06T7/12 , G06T7/13 , G06T7/194 , G06T7/70 , G06T7/90 , G06V10/44 , G06V10/762 , G06V10/809 , G06V20/40 , G06V30/162 , G06V30/18105 , G06V30/19147 , G06V30/19173 , G06V30/413 , G06T2207/10016 , G06T2207/10024 , G06T2207/20081 , G06T2207/30176 , G06V10/28 , G06V30/10 , G06V30/2253
摘要: Systems, methods and computer program products for detecting objects using a multi-detector are disclosed, according to various embodiments. In one aspect, a computer-implemented method includes defining analysis profiles, where each analysis profile: corresponds to one of a plurality of detectors, and comprises: a unique set of analysis parameters and/or a unique detection algorithm. The method further includes analyzing image data in accordance with the analysis profiles; selecting an optimum analysis result based on confidence scores associated with different analysis results; and detecting objects within the optimum analysis result. According to additional aspects, the analysis parameters may define different subregions of a digital image to be analyzed; a composite analysis result may be generated based on analysis of the different subregions by different detectors; and the optimum analysis result may be based on the composite analysis result.
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32.
公开(公告)号:US11818303B2
公开(公告)日:2023-11-14
申请号:US17005171
申请日:2020-08-27
申请人: Kofax, Inc.
发明人: Jiyong Ma , Stephen M. Thompson , Jan W. Amtrup
IPC分类号: G06K9/00 , H04N1/00 , G06T7/50 , G06T3/00 , G01B11/14 , G06T5/00 , G06T7/12 , G06V10/20 , G06V30/414 , G06V10/24 , G06V30/418
CPC分类号: H04N1/00 , G01B11/14 , G06T3/00 , G06T5/002 , G06T7/12 , G06T7/50 , G06V10/20 , G06V30/414 , G06T2207/30176 , G06V10/247 , G06V30/418
摘要: A computer-implemented method of detecting an object depicted in a digital image includes: detecting a plurality of identifying features of the object, wherein the plurality of identifying features are located internally with respect to the object; projecting a location of region(s) of interest of the object based on the plurality of identifying features, where each region of interest depicts content; building and/or selecting an extraction model configured to extract the content based at least in part on: the location of the region(s) of interest, the of identifying feature(s), or both; and extracting the some or all of the content from the digital image using the extraction model. Corresponding system and computer program product embodiments are disclosed. The inventive concepts enable reliable extraction of data from digital images where portions of an object are obscured/missing, and/or depicted on a complex background.
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33.
公开(公告)号:US11620733B2
公开(公告)日:2023-04-04
申请号:US17005147
申请日:2020-08-27
申请人: Kofax, Inc.
发明人: Jiyong Ma , Stephen M. Thompson , Jan W. Amtrup
IPC分类号: G06K9/00 , G06T5/00 , G01B11/14 , G06T3/00 , G06T7/50 , H04N1/00 , G06V10/46 , G06V10/75 , G06V30/418
摘要: A method of detecting an object depicted in a digital image includes: detecting a plurality of identifying features of the object, wherein the plurality of identifying features are located internally with respect to the object; projecting a location of region(s) of interest of the object based on the plurality of identifying features, where each region of interest depicts content; building and/or selecting an extraction model configured to extract the content based at least in part on: the location of the region(s) of interest, the of identifying feature(s), or both; and extracting the some or all of the content from the digital image using the extraction model. Corresponding system and computer program product embodiments are disclosed. The inventive concepts enable reliable extraction of data from digital images where portions of an object are obscured/missing, and/or depicted on a complex background.
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34.
公开(公告)号:US20220405265A1
公开(公告)日:2022-12-22
申请号:US17850835
申请日:2022-06-27
申请人: Kofax, Inc.
IPC分类号: G06F16/22
摘要: According to one embodiment, a computer-implemented method for classifying one or more tables and/or one or more tabular data arrangements depicted in image data includes: training a machine learning model, using a training dataset representing a plurality of different tables and/or tabular data arrangements, based at least in part on a plurality of recognized textual elements within the training dataset; and outputting a trained classification model based on the training, wherein the trained classification model is configured to classify one or more tables and/or one or more tabular data arrangements represented within a test dataset according to: one or more table classifications; one or more tabular data arrangement classifications; and/or one or more column classifications; and classifying the one or more tables and/or the one or more tabular data arrangements represented within the test dataset using the trained classification model. Methods for detecting, extracting, and classifying tables are also disclosed.
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公开(公告)号:US20210383150A1
公开(公告)日:2021-12-09
申请号:US17348584
申请日:2021-06-15
申请人: Kofax, Inc.
发明人: Christopher W. Thrasher , Alexander Shustorovich , Stephen Michael Thompson , Jan W. Amtrup , Anthony Macciola
摘要: Techniques for binarization and extraction of information from image data are disclosed. The inventive concepts include independently binarizing portions of the image data on the basis of individual features, e.g. per connected component, and using multiple different binarization thresholds to obtain the best possible binarization result for each portion of the image data. Determining the quality of each binarization result may be based on attempted recognition and/or extraction of information therefrom. Independently binarized portions may be assembled into a contiguous result. In one embodiment, a method includes: identifying a region of interest within a digital image; generating a plurality of binarized images based on the region of interest using different binarization thresholds; and extracting data from some or all of the plurality of binarized images. The extracted data includes connected components that overlap and/or are obscured by unique background. Corresponding systems and computer program products are disclosed.
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36.
公开(公告)号:US20210027431A1
公开(公告)日:2021-01-28
申请号:US17005171
申请日:2020-08-27
申请人: Kofax, Inc.
发明人: Jiyong Ma , Stephen M. Thompson , Jan W. Amtrup
IPC分类号: G06T5/00 , G06T7/50 , G06T3/00 , G01B11/14 , G06K9/62 , G06K9/46 , H04N1/00 , G06K9/36 , G06T7/12 , G06K9/00
摘要: A computer-implemented method of detecting an object depicted in a digital image includes: detecting a plurality of identifying features of the object, wherein the plurality of identifying features are located internally with respect to the object; projecting a location of region(s) of interest of the object based on the plurality of identifying features, where each region of interest depicts content; building and/or selecting an extraction model configured to extract the content based at least in part on: the location of the region(s) of interest, the of identifying feature(s), or both; and extracting the some or all of the content from the digital image using the extraction model. Corresponding system and computer program product embodiments are disclosed. The inventive concepts enable reliable extraction of data from digital images where portions of an object are obscured/missing, and/or depicted on a complex background.
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37.
公开(公告)号:US10783613B2
公开(公告)日:2020-09-22
申请号:US16151090
申请日:2018-10-03
申请人: Kofax, Inc.
摘要: Systems, computer program products, and techniques for detecting and/or reconstructing objects depicted in digital image data within a three-dimensional space are disclosed, according to various exemplary embodiments. The inventive concepts uniquely utilize internal features to accomplish reconstruction, thereby avoiding reliance on reconstructing objects based on information derived from location of edges. The inventive concepts thus provide an improvement over conventional object reconstruction since objects may be detected and/or reconstructed even when edges are obscured or not depicted in the digital image data. In one aspect, reconstructing an object depicted in a digital image includes using a processor to: detect a plurality of identifying features of the object, where the identifying features are located internally with respect to the object; and reconstruct the digital image of the object within a three dimensional coordinate space based at least in part on some or all of the identifying features.
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38.
公开(公告)号:US10127636B2
公开(公告)日:2018-11-13
申请号:US15234993
申请日:2016-08-11
申请人: Kofax, Inc.
摘要: Systems, computer program products, and techniques for reconstructing objects depicted in digital image data within a three-dimensional space are disclosed, according to various exemplary embodiments. The inventive concepts uniquely utilize internal features to accomplish reconstruction, thereby avoiding reliance on reconstructing objects based on information derived from location of edges. The inventive concepts thus provide an improvement over conventional object reconstruction since objects may be reconstructed even when edges are obscured or not depicted in the digital image data. In one aspect, a computer-implemented method of reconstructing an object depicted in a digital image includes: detecting a plurality of identifying features of the object, wherein the plurality of identifying features are located internally with respect to the object; and reconstructing the digital image of the object within a three dimensional coordinate space based at least in part on some or all of the plurality of identifying features.
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39.
公开(公告)号:US10108860B2
公开(公告)日:2018-10-23
申请号:US15390321
申请日:2016-12-23
申请人: Kofax, Inc.
发明人: Jiyong Ma , Anthony Macciola , Jan W. Amtrup
摘要: According to one embodiment, a system includes a processor and logic in and/or executable by the processor to cause the processor to: initiate a capture operation using an image capture component of the mobile device, the capture operation comprising; capturing video data; and estimating a plurality of motion vectors corresponding to motion of the image capture component during the capture operation; detect a document depicted in the video data; track a position of the detected document throughout the video data; select a plurality of images using the image capture component of the mobile device, wherein the selection is based at least in part on: the tracked position of the detected document; and the estimated motion vectors; and generate a composite image based on at least some of the selected plurality of images.
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公开(公告)号:US09934433B2
公开(公告)日:2018-04-03
申请号:US15686017
申请日:2017-08-24
申请人: Kofax, Inc.
CPC分类号: G06K9/00469 , G06F17/30256 , G06F17/3028 , G06F17/30371 , G06F17/30542 , G06K9/00442 , G06K9/00456 , G06K9/03 , G06K9/18 , G06K9/481 , G06K2209/01 , G06Q10/10 , H04N1/40 , H04N1/40062
摘要: A computer program product includes program instructions configured to cause a processor, to: perform optical character recognition (OCR) on an image of a document; extract an identifier of the document from the image based at least in part on the OCR; compare at least portions of the identifier with content from one or more reference data sources; and determine whether the identifier is valid based at least in part on the comparison. The content comprises global address information; while the content from the reference is derived from geographic information. Deriving the content from the geographic information includes: obtaining the geographic information; and parsing the geographic information according to a set of predefined heuristic rules, where the heuristic rules are configured to normalize the global address information obtained from the one or more sources according to a single convention for representing address information.
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