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    • 6. 发明申请
    • FLOW-ALIGNED SPATIALLY-ADAPTIVE CONVOLUTION
    • WO2023083476A1
    • 2023-05-19
    • PCT/EP2021/081698
    • 2021-11-15
    • HUAWEI TECHNOLOGIES CO., LTD.TANAY, Thomas
    • LEONARDIS, AlesMAGGIONI, Matteo
    • G06T5/00G06K9/62G06T5/50
    • The present disclosure provides an image processing apparatus for mitigating the effects of image degradation, the image processing apparatus comprising one or more processors configured to: receive two or more images depicting at least a portion of a common subject; calculate at least one optical offset between the two or more images;extract, from each of the two or more images, one or more feature representations, each of which represents tensor data based on the two or more images; extract, from the one or more feature representations, a plurality of patches, which represent one or more characteristics of the two or more images; generate, for each of the plurality of patches, a warp corrected patch by applying a warping operation, the warping operation being based on the calculated at least one optical offset between the two or more images; generate, for each of the plurality of patches, a plurality of kernels based on each warp corrected patch; correct, for each of the warp corrected patches, distortions of the characteristics of the two or more images based on the plurality of kernels; generate, for each of the warp corrected patches, a convolved patch by applying a convolution; and combine each of the convolved patches into an output feature representation. This provides the ability to account for motion in the scene when combining images, adaptively process and aggregate corresponding regions in different image frames and maximize restoration quality at the end of the image processing pipeline.