SYSTEMS, APPARATUS, AND METHODS FOR SUPER-RESOLUTION OF NON-UNIFORM BLUR

    公开(公告)号:US20230281756A1

    公开(公告)日:2023-09-07

    申请号:US18179730

    申请日:2023-03-07

    Applicant: GoPro, Inc.

    CPC classification number: G06T3/4076 G06T3/4046 G06T5/002

    Abstract: Systems, apparatus, and methods for super-resolution of non-uniform spatial blur. Non-uniform spatial blur presents unique challenges for conventional neural network processing. Existing implementations attempt to handle super-resolution with a “brute force” optimization. Various embodiments of the present disclosure subdivide the super-resolution function into sub-steps. “Unfolding” super-resolution into smaller closed-form functions allows for operation generic plug-and-play convolutional neural network (CNN) logic. Additionally, each step can be optimized with its own step-specific hyper parameters to improve performance.

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