IMAGE QUALITY EVALUATION METHOD AND APPARATUS, DEVICE AND STORAGE MEDIUM

    公开(公告)号:US20250014160A1

    公开(公告)日:2025-01-09

    申请号:US18709800

    申请日:2023-07-31

    Inventor: Dan ZHU Ran DUAN

    Abstract: The present application discloses an image quality evaluation method and apparatus, a device, and a storage medium. The method includes: acquiring a to-be-evaluated image; and inputting the to-be-evaluated image into an image quality evaluation network to obtain an image quality evaluation result, where the image quality evaluation network is configured to extract a first image feature from an input image, perform a shift operation on the first image feature to acquire one or more second image features, and determine the image quality evaluation result by combining the first image feature and the acquired second image features; a size of each of the second image features is the same as a size of the first image feature, and regions with identical values of features exist in different positions between the first image feature and the second image features.

    IMAGE RESTORATION METHOD AND APPARATUS, AND ELECTRONIC DEVICE

    公开(公告)号:US20230177652A1

    公开(公告)日:2023-06-08

    申请号:US17922150

    申请日:2021-05-25

    Inventor: Ran DUAN Dan ZHU

    Abstract: An image restoration method and apparatus, and an electronic device. The method includes: inputting, into a target denoising network, an image to be processed, where the target denoising network includes a single-frame network and a recursive network, and the image to be processed is any frame in a video to be processed (S101); removing, via the single-frame network, compression noise of the image to be processed, and outputting a first image (S102); according to the content of the previous frame of image, removing, via the recursive network, compression noise of the image to be processed, and outputting a second image, where the previous frame of image is the previous frame of image of the image to be processed in the video to be processed (S103); and performing weighted summation on the first image and the second image, and outputting a denoised image for the image to be processed (S104).

    VIDEO ENHANCEMENT METHOD AND APPARATUS, AND ELECTRONIC DEVICE AND STORAGE MEDIUM

    公开(公告)号:US20220318950A1

    公开(公告)日:2022-10-06

    申请号:US17630784

    申请日:2021-03-10

    Abstract: A video enhancement method and apparatus, an electronic device, and a storage medium are described. The method comprises: extracting features from M frames of images, so as to obtain at least one first-scale image feature (S310); for each first-scale image feature, performing N-level down-sampling processing on the first-scale image feature, so as to obtain a second-scale image feature (S320); performing N-level up-sampling processing on the second-scale image feature, so as to obtain a third-scale image feature (S330), wherein the input of ith-level up-sampling processing is an image feature obtained after performing superimposition processing on the output of (N+1−i)th-level down-sampling processing and the output of (i−1)th-level up-sampling processing, and the multiple of jth-level up-sampling is the same as the multiple of (N+1−j)th-level down-sampling; and performing superimposition processing on the third-scale image feature and the first-scale image feature.

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