Weight initialization method and apparatus for stable learning of deep learning model using activation function

    公开(公告)号:US11580406B2

    公开(公告)日:2023-02-14

    申请号:US16729506

    申请日:2019-12-30

    Applicant: Markany Inc.

    Abstract: Provided is an artificial neural network learning apparatus for deep learning. The apparatus includes an input unit configured to acquire an input data or a training data, a memory configured to store the input data, the training data, and a deep learning artificial neural network model, and a processor configured to perform computation based on the artificial neural network model, in which the processor sets the initial weight depending on the number of nodes belonging to a first layer and the number of nodes belonging to a second layer of the artificial neural network model, and determines the initial weight by compensation by multiplying a standard deviation (σ) by a square root of a reciprocal of a probability of a normal probability distribution for a remaining section except for a section in which an output value of the activation function converges to a specific value.

    Watermark embedding method and apparatus, and system

    公开(公告)号:US10477284B2

    公开(公告)日:2019-11-12

    申请号:US15434065

    申请日:2017-02-16

    Applicant: MARKANY INC.

    Abstract: Disclosed is a watermark embedding method. The method includes receiving an original image, generating a watermark image based on the selected watermark pattern, generating an alpha blended stego image by alpha blending the original image and the watermark image, and providing the alpha blended stego image, in which the watermark image is generated by considering at least one of allowable pixel value range and alpha value α range of the watermark pattern applied to a first pixel of the original image, wherein the at least one of allowable pixel value range and alpha value α range are determined by the difference of pixel value of the first pixel between the original image and the stego image by embedding the watermark pattern to the first pixel.

    Method and apparatus for reconstructing content image data

    公开(公告)号:US11138708B2

    公开(公告)日:2021-10-05

    申请号:US16533732

    申请日:2019-08-06

    Applicant: Markany Inc.

    Abstract: Provided is a method for reconstructing content image data. The method includes selecting a first point and a second point in a first image of first content, selecting a third point and a fourth point in a second image of second content (the second image is an image corresponding to the first image and the third point and the fourth point are points in an image corresponding to the first point and the second point, respectively), generating a first reference vector using the first point and the second point, generating a second reference vector using the third point and the fourth point, calculating a rotation, scale, and transformation (RST) value from the first image to the second image using the first reference vector and the second reference vector; and reconstructing the second content using the calculated RST value.

    Method and apparatus for watermarking of digital content, method for extracting information

    公开(公告)号:US10769252B2

    公开(公告)日:2020-09-08

    申请号:US15925774

    申请日:2018-03-20

    Applicant: MARKANY INC.

    Abstract: A method and apparatus for watermarking digital content and a data extraction method are disclosed. The digital content watermarking method includes: generating private and public keys corresponding to the user terminal; generating watermark data containing user identity information corresponding to the user terminal and user details associated with the watermark data; generating encrypted data by encrypting the watermark data and the user details with the private key; transmitting the watermark data, the encrypted data, and the public key to a server; receiving digital content when authorized by the server; and watermarking the digital content with the watermark data.

    Apparatus and method for detecting scene cut frame

    公开(公告)号:US09986244B2

    公开(公告)日:2018-05-29

    申请号:US15246547

    申请日:2016-08-25

    Applicant: MARKANY INC.

    Abstract: Provided are an apparatus and a method for detecting a scene cut frame. The apparatus and a method for detecting a scene cut frame includes an image selector configured to select input images by n image frames while shifting an input image at h frame intervals; a candidate frame detector configured to detect a candidate frame from the selected n image frames using at least one of a plurality of codecs and a plurality of scene cut detecting algorithms; and a final frame detector configured to detect a frame having a count value higher than a threshold value as a final scene cut frame by performing histogram analysis based on the detected candidate frame, wherein the h and the n are a real number greater than zero and the h is smaller than the n.

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