Processing method and system for convolutional neural network, and storage medium

    公开(公告)号:US11537873B2

    公开(公告)日:2022-12-27

    申请号:US16073195

    申请日:2018-01-19

    Abstract: Provided are a processing method and system for a convolutional neural network, and a computer-readable medium, the processing method includes training a generator and training a discriminator, wherein training a generator includes: extracting a low-resolution color image from a high-resolution color image; training parameters of a generator network, by using the low-resolution color image and a noise image as an input image, based on parameters of a discriminator network, and reducing a generator cost function; training a discriminator includes: inputting an output image of the trained generator network and the high-resolution color image to the discriminator network, respectively; training parameters of the discriminator network by reducing a discriminator cost function (S204) the generator cost function and the discriminator cost function represent a degree in which the output image of the generator network corresponds to the high-resolution color image.

    METHOD AND DEVICE OF DYNAMIC PROCESSING OF IMAGE AND COMPUTER-READABLE STORAGE MEDIUM

    公开(公告)号:US20220028141A1

    公开(公告)日:2022-01-27

    申请号:US17296773

    申请日:2020-09-07

    Abstract: The present disclosure discloses a method and device of dynamic processing of an image and a computer-readable storage medium. Based on the position data of the critical points in the original image and the target image, by unit splitting and affine transformation, the mapping relation between any two neighboring states of the initial state, the intermediate states and the ending state is determined, in turn the intermediate images formed in the intermediate states are determined and obtained based on the mapping relation and the correspondence of all of the points in the basic units, and finally the original image, the intermediate images and the target image are sequentially displayed to present a dynamic effect of the images.

    IMAGE PROCESSING METHOD, APPARATUS, EQUIPMENT, AND STORAGE MEDIUM

    公开(公告)号:US20210365710A1

    公开(公告)日:2021-11-25

    申请号:US16959786

    申请日:2020-01-06

    Abstract: An image processing method is disclosed. The image processing method may include inputting a first image and a third image to a pre-trained style transfer network model, the third image being a composited image formed by the first image and a second image; extracting content features of the third image and style features of the second image, normalizing the content features of the third image based on the style features of the second image to obtain target image features, and generating a target image based on the target image features and outputting the target image by using the pre-trained style transfer network model.

    APPARATUS, METHOD, AND COMPUTER-READABLE MEDIUM FOR IMAGE PROCESSING, AND SYSTEM FOR TRAINING A NEURAL NETWORK

    公开(公告)号:US20210342976A1

    公开(公告)日:2021-11-04

    申请号:US16614558

    申请日:2019-06-20

    Abstract: The present disclosure provides a method of training a generative adversarial network. The method includes iteratively enhancing a first noise input in a generative network to generate a first output image; iteratively enhancing a second noise input in the generative network to generate a second output image; transmitting the first output image and a second reference image to a discriminative network, the second reference image corresponding to the first reference image and having a higher resolution than the first reference image; obtaining a first score from the discriminative network based on the second reference image, and a second score from the discriminative network based on the first output image; calculating a loss function of the generative network based on the first score and the second score; and adjusting at least one parameter of the generative network to lower the loss function of the generative network.

    Image processing method and processing device

    公开(公告)号:US10430683B2

    公开(公告)日:2019-10-01

    申请号:US15936755

    申请日:2018-03-27

    Abstract: There are provided an image processing method and an image processing device. The image processing method comprises: acquiring an input image; acquiring a first noise image and a second noise image; executing image conversion processing on the input image with the first noise image using a generative neural network, to acquire a first output image; and executing high resolution conversion processing on the first output image with the second noise image using a super-resolution neural network, to acquire a second output image, wherein the first noise image is different from the second noise image.

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