Generating synthetic images as training dataset for a machine learning network

    公开(公告)号:US11538171B2

    公开(公告)日:2022-12-27

    申请号:US17249378

    申请日:2021-03-01

    摘要: A method may include identifying a first image for training a deep learning network, wherein the first image includes at least one target object associated with at least one location in the first image, and wherein the first image is associated with a mask image; determining a set of deformations to create a training set of deformed images, wherein the training set is to be used to train the deep learning network; generating the training set of deformed images by applying the set of deformations to the first image; and generating a set of deformed mask images by applying the set of deformations to the mask image, wherein each deformed image of the training set of deformed images is associated with a respective mask image to identify the location of the at least one target object in each deformed image.

    Counter-fraud measures for an ATM device

    公开(公告)号:US11386756B2

    公开(公告)日:2022-07-12

    申请号:US16947308

    申请日:2020-07-28

    摘要: An ATM device may receive a request to process an ATM transaction; dispense, via an instrument dispenser, a plurality of instruments based on the request; perform image segmentation of one or more images of an area surrounding the instrument dispenser, wherein the image segmentation is performed using a deep learning network trained using synthetic models of hands; detect, based on performing the image segmentation, that a user's hand approaches the instrument dispenser after dispensing the plurality of instruments; determine, after dispensing the plurality of instruments and after detecting that the user's hand approaches the instrument dispenser, that a portion of the plurality of instruments is present at the instrument dispenser; and perform one or more actions based on determining that the portion of the plurality of instruments is present at the instrument dispenser.

    System for encrypting and mailing sensitive information

    公开(公告)号:US11250156B2

    公开(公告)日:2022-02-15

    申请号:US16726801

    申请日:2019-12-24

    IPC分类号: G06F21/62 G06Q10/08

    摘要: Various embodiments are generally directed to techniques to enhance the security of physically delivered packages, items, or products, including postal mail. An article of manufacture associated with the enhanced security of one or more embodiments of the present disclosure can include: a container with a postage, a physical medium in the container, wherein the physical medium contains a sender message embodied on the surface of the physical medium, and wherein the sender message comprises: an unencrypted message, and two or more encrypted portions of a plurality of terms of service, where each of the two or more encrypted portions of the plurality of terms of service are associated with a distinct barcode corresponding to each of the two or more encrypted portions.

    Systems and methods for legal document generation

    公开(公告)号:US11151452B2

    公开(公告)日:2021-10-19

    申请号:US16277324

    申请日:2019-02-15

    摘要: A system is configured to receive first training data, train a first neural network (NN) based on the first training data, receive second training data, train a second NN based on the second training data, receive a first plain English phrase, provide the first plain English phrase to the first NN, generate, via the first NN, one or more first legal clauses based on the first plain English phrase, receive a second plain English phrase, provide the second plain English phrase to the first NN, generate, via the first NN, one or more second legal clauses based on the second plain English phrase, provide the one or more first legal clauses and the one or more second legal clauses to the second NN, and generate, via the second NN, a legal document based on the one or more first legal clauses and the one or more second legal clauses.