Method for object detection using knowledge distillation

    公开(公告)号:US11694088B2

    公开(公告)日:2023-07-04

    申请号:US16782087

    申请日:2020-02-05

    申请人: Cortica Ltd.

    CPC分类号: G06N3/088 G06N3/045 G06N3/048

    摘要: A method that may include training a student ODNN to mimic a teacher ODNN. The training may include calculating a teacher student detection loss that is based on a pre-bounding-box output of the teacher ODNN. The pre-bounding-box output of the teacher ODNN is a function of pre-bounding-box outputs of different ODNNs that belong to the teacher ODNN. The method may also include detecting one or more objects in an image, by feeding the image to the trained student ODNN; outputting by the trained student ODNN a student pre-bounding-box output; and calculating one or more bounding boxes based on the student pre-bounding-box output.

    Identifying and grading diamonds
    3.
    发明授权

    公开(公告)号:US11543360B2

    公开(公告)日:2023-01-03

    申请号:US16942712

    申请日:2020-07-29

    申请人: Cortica Ltd.

    摘要: A method for generating a highly distinctive signature of a certain diamond, the method may include generating, based on one or more images of the certain diamond, a certain diamond signature of the certain diamond; finding, out of a group of reference diamonds, other diamonds having other diamond signatures; wherein the finding comprises calculating similarities between the certain diamond signature and reference diamond signatures of the reference diamonds of the group; and generating a new certain diamond signature that significantly differs from signatures of the other diamonds.

    EFFICIENT CALCULATION OF A ROBUST SIGNATURE OF A MEDIA UNIT

    公开(公告)号:US20220343620A1

    公开(公告)日:2022-10-27

    申请号:US17594001

    申请日:2020-03-25

    申请人: Cortica, Ltd.

    摘要: Systems, and method and computer readable media that store instructions for calculating signatures, utilizing signatures and the like, wherein for a low-power calculation of a signature, the method comprises: receiving or generating a media unit of multiple objects: processing the media unit by performing multiple iterations, determining a relevancy of the spanning elements of the iteration; completing the dimension expansion process by relevant spanning elements of the iteration and reducing a power consumption of irrelevant spanning; determining identifiers that are associated with significant portions of an output of the multiple iterations; and providing a signature that comprises the identifiers and represents the multiple objects.

    System and method for generating signatures to three-dimensional multimedia data elements

    公开(公告)号:US11216498B2

    公开(公告)日:2022-01-04

    申请号:US14621643

    申请日:2015-02-13

    申请人: Cortica, Ltd.

    摘要: A method and system for generating signatures for three-dimensional multimedia data elements. The method comprises receiving by a three-dimensional multimedia data element; projecting the received three-dimensional multimedia data element on at least one two-dimensional plane, wherein the projection results in two-dimensional graphic representations of the received three-dimensional multimedia data element; generating by a signature generator at least one signature for each of the plurality of two-dimensional graphic representations; assembling by an assembler unit the plurality of signatures generated for each of the plurality of two-dimensional graphic representations to generate a complex signature, wherein the complex signature is the signature representing the three-dimensional multimedia data element; and storing the signatures of each of the two-dimensional graphic representations of the at least one three-dimensional multimedia data element and the complex signature in association with the three-dimensional multimedia data element in a storage unit.

    IDENTIFYING AND GRADING DIAMONDS
    8.
    发明申请

    公开(公告)号:US20210003510A1

    公开(公告)日:2021-01-07

    申请号:US16942712

    申请日:2020-07-29

    申请人: Cortica Ltd.

    IPC分类号: G01N21/87 G01N33/38

    摘要: A method for generating a highly distinctive signature of a certain diamond, the method may include generating, based on one or more images of the certain diamond, a certain diamond signature of the certain diamond; finding, out of a group of reference diamonds, other diamonds having other diamond signatures; wherein the finding comprises calculating similarities between the certain diamond signature and reference diamond signatures of the reference diamonds of the group; and generating a new certain diamond signature that significantly differs from signatures of the other diamonds.

    SYSTEM AND METHOD THEREOF FOR DYNAMICALLY ASSOCIATING A LINK TO AN INFORMATION RESOURCE WITH A MULTIMEDIA CONTENT DISPLAYED IN A WEB-PAGE

    公开(公告)号:US20200311172A1

    公开(公告)日:2020-10-01

    申请号:US16835701

    申请日:2020-03-31

    申请人: Cortica, Ltd.

    摘要: A method for associating a link to web content with a multimedia content element are provided. The method includes identifying at least one multimedia content element in a web-page; generating, by a signature generator system, a signature for the at least one multimedia content element, wherein the signature generator system includes a plurality of computational cores enabled to receive the multimedia content element and to generate a signature for at least a portion of the multimedia content element, each computational core having properties that are at least partly statistically independent of the other computational cores; matching the generated signature to signatures of web content existing on at least one web server to determine matching web content; determining a link to the matching web content; and modifying the at least one multimedia content by adding the link.