公开(公告)号：US11983944B2

公开(公告)日：2024-05-14

申请号：US18114876

申请日：2023-02-27

Applicant: Kofax, Inc.

Inventor： Jiyong Ma ,  Stephen M. Thompson ,  Jan W. Amtrup

IPC: G06V30/146 ,  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 ,  G06V30/162 ,  G06V30/18 ,  G06V30/19 ,  G06V30/413 ,  G06V10/28 ,  G06V30/10 ,  G06V30/224

CPC classification number: 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

Abstract: Computer-implemented methods for detecting objects within digital image data based on color transitions include: receiving or capturing a digital image depicting an object; sampling color information from a first plurality of pixels of the digital image, wherein each of the first plurality of pixels is located in a background region of the digital image; assigning each pixel a label of either foreground or background using an adaptive label learning process; binarizing the digital image based on the labels assigned to each pixel; detecting contour(s) within the binarized digital image; and defining edge(s) of the object based on the detected contour(s). Corresponding systems and computer program products configured to perform the inventive methods are also described.

公开(公告)号：US20240048658A1

公开(公告)日：2024-02-08

申请号：US18377721

申请日：2023-10-06

Applicant: Kofax, Inc.

Inventor： Jiyong Ma ,  Stephen M. Thompson ,  Jan W. Amtrup

IPC: H04N1/00 ,  G06T7/50 ,  G06T3/00 ,  G01B11/14 ,  G06T5/00 ,  G06T7/12 ,  G06V10/20 ,  G06V30/414

CPC classification number: H04N1/00 ,  G06T7/50 ,  G06T3/00 ,  G01B11/14 ,  G06T5/002 ,  G06T7/12 ,  G06V10/20 ,  G06V30/414 ,  G06T2207/30176 ,  G06V10/247

Abstract: A computer program product for detecting an object depicted in a digital image includes: a computer readable storage medium; and program instructions configured to cause a processor to perform a method comprising: 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. 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.

公开(公告)号：US20240046180A1

公开(公告)日：2024-02-08

申请号：US18378580

申请日：2023-10-10

Applicant: Kofax, Inc.

Inventor： Jiyong Ma ,  Stephen Michael Thompson ,  Jan W. Amtrup

IPC: G06Q10/0633 ,  G06F18/23213

CPC classification number: G06Q10/0633 ,  G06F18/23213

Abstract: According to one aspect, a computer-implemented method of discovering processes for robotic process automation (RPA) includes: recording a plurality of event streams, each event stream corresponding to a human user interacting with a computing device to perform one or more tasks; concatenating the event streams; segmenting some or all of the concatenated event streams to generate one or more application traces performed by the user interacting with the computing device, each application trace corresponding to one of the one or more tasks performed by the user; clustering the traces according to a task type; identifying, from among some or all of the clustered traces, one or more candidate processes for robotic automation; prioritizing the candidate processes; and selecting at least one of the prioritized candidate processes for robotic automation. Corresponding systems and computer program products are also described.

公开(公告)号：US11694456B2

公开(公告)日：2023-07-04

申请号：US17348617

申请日：2021-06-15

Applicant: Kofax, Inc.

Inventor： Jiyong Ma ,  Stephen M. Thompson ,  Jan W. Amtrup

IPC: G06K9/00 ,  G06V30/146 ,  G06T7/90 ,  G06T7/13 ,  G06T7/194 ,  G06T7/70 ,  G06T7/12 ,  G06V10/44 ,  G06V20/40 ,  G06F18/20 ,  G06F18/21 ,  G06V30/162 ,  G06V30/18 ,  G06V30/19 ,  G06V10/762 ,  G06V10/80 ,  G06V30/413 ,  G06T7/11 ,  G06N20/00 ,  G06N7/00 ,  G06T7/00 ,  G06V30/224 ,  G06V30/10 ,  G06V10/28

CPC classification number: 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

Abstract: 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 an analysis profile comprising an initial number of analysis cycles dedicated to each of a plurality of detectors, where each detector is independently configured to detect objects according to a unique set of analysis parameters and/or a unique detector algorithm. The method also includes: receiving digital video data that depicts at least one object; analyzing the digital video data using some or all of the detectors in accordance with the analysis profile, where the analyzing produces an analysis result for each detector used in the analysis. Further, the method includes updating the analysis profile by adjusting the number of analysis cycles dedicated to at least one of the detectors based on the analysis results.

公开(公告)号：US11321772B2

公开(公告)日：2022-05-03

申请号：US15394731

申请日：2016-12-29

Applicant: Kofax, Inc.

Inventor： Jan W. Amtrup ,  Steven Kilby ,  Anthony Macciola

IPC: G06Q50/18 ,  G06Q40/02 ,  G06K9/00 ,  G06Q20/32 ,  G06Q20/40 ,  H04N1/00

Abstract: A method includes: receiving or capturing an image comprising an identity document (ID) using a mobile device; classifying the ID; analyzing the ID based at least in part on the ID classification; determining at least some identifying information from the ID; at least one of building an ID profile and updating the ID profile, based at least in part on the analysis; providing at least one of the ID and the ID classification to a loan application workflow and/or a new financial account workflow; and driving at least a portion of the workflow based at least in part on the ID and the ID classification. Corresponding systems and computer program products are also disclosed.

公开(公告)号：US11062176B2

公开(公告)日：2021-07-13

申请号：US16206912

申请日：2018-11-30

Applicant: Kofax, Inc.

Inventor： Jiyong Ma ,  Stephen M. Thompson ,  Jan W. Amtrup

IPC: G06K9/00 ,  G06K9/62 ,  G06T7/90 ,  G06T7/13 ,  G06K9/46 ,  G06T7/194 ,  G06T7/70 ,  G06T7/12 ,  G06T7/11 ,  G06N20/00 ,  G06N7/00 ,  G06T7/00 ,  G06K9/38

Abstract: Computerized techniques for real-time object detection from video data include: defining an analysis profile comprising an initial number of analysis cycles dedicated to each of a plurality of detectors, each detector being independently configured to detect objects according to a unique set of analysis parameters; receiving a plurality of frames of digital video data, the digital video data depicting an object; analyzing the plurality of frames using the plurality of detectors and in accordance with the analysis profile, wherein analyzing the plurality of frames produces an analysis result for each of the plurality of detectors; determining a confidence score for each of the analysis results; and updating the analysis profile by adjusting the number of analysis cycles dedicated to at least one of the plurality of detectors based on the confidence scores. Corresponding systems and computer program products are also disclosed.

公开(公告)号：US10783615B2

公开(公告)日：2020-09-22

申请号：US16194201

申请日：2018-11-16

Applicant: Kofax, Inc.

Inventor： Jiyong Ma ,  Stephen M. Thompson ,  Jan W. Amtrup

IPC: G06K9/46 ,  G06T5/00 ,  G06T7/50 ,  G06T3/00 ,  G01B11/14 ,  G06K9/62 ,  H04N1/00 ,  G06K9/36 ,  G06T7/12 ,  G06K9/00

Abstract: 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.

公开(公告)号：US20190087942A1

公开(公告)日：2019-03-21

申请号：US16194201

申请日：2018-11-16

Applicant: Kofax, Inc.

Inventor： Jiyong Ma ,  Stephen M. Thompson ,  Jan W. Amtrup

IPC: G06T5/00 ,  G06T7/50 ,  G06T3/00 ,  G01B11/14 ,  G06K9/62 ,  H04N1/00

Abstract: 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.

公开(公告)号：US20190035061A1

公开(公告)日：2019-01-31

申请号：US16151090

申请日：2018-10-03

Applicant: Kofax, Inc.

Inventor： Jiyong Ma ,  Stephen Michael Thompson ,  Jan W. Amtrup

IPC: G06T5/00 ,  H04N1/00 ,  G06K9/62 ,  G01B11/14 ,  G06T3/00 ,  G06T7/50 ,  G06K9/46 ,  G06K9/00

CPC classification number: G06T5/002 ,  G01B11/14 ,  G06K9/00483 ,  G06K9/4671 ,  G06K9/6211 ,  G06T3/00 ,  G06T7/50 ,  G06T2207/30176 ,  H04N1/00

Abstract: 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.

公开(公告)号：US10146795B2

公开(公告)日：2018-12-04

申请号：US14804281

申请日：2015-07-20

Applicant: Kofax, Inc.

Inventor： Anthony Macciola ,  Jan W. Amtrup

IPC: G06F17/30 ,  G06K9/00 ,  G06K9/38 ,  G06T3/00 ,  H04N1/387 ,  H04N1/40 ,  G06T7/12 ,  G06T7/143 ,  G06K9/32

Abstract: In various embodiments, methods, systems, and computer program products for processing digital images captured by a mobile device are disclosed. The exemplary image processing techniques are coupled with inbound and outbound communications protocols and workflows configured to facilitate closed-loop processing, such that a method includes initiating a workflow; providing one or more of case information and raw data to the workflow; processing one or more of the case information and the raw data to generate a processing result; storing at least some of the case information in association with the processing result, wherein the associated case information acts as an identifier of the processing result; transmitting at least the processing result and the identifier; receiving, in response to the transmitting, a reply comprising the identifier; and retrieving at least the processing result using the identifier.