Encoding Three-Dimensional Data For Processing By Capsule Neural Networks

    公开(公告)号:US20240331207A1

    公开(公告)日:2024-10-03

    申请号:US18738488

    申请日:2024-06-10

    Applicant: APPLE INC.

    CPC classification number: G06T9/002 G06N3/047 G06N3/08 H04N13/111 H04N13/161

    Abstract: A method includes receiving three-dimensional geometric elements as an input. The method also includes initializing geometric capsules by assigning one of the three-dimensional geometric elements to each of the geometric capsules and setting initial values for a pose component and a feature component of each of the geometric capsules. The method also includes one or more iterations of a routing procedure that includes assigning an additional one of the three-dimensional geometric elements to a respective one of the geometric capsules, based on correspondence of the additional one of the three-dimensional geometric elements to a surface defined based on the feature component of the respective one of the geometric capsules, and updating the feature component of each of the geometric capsules based on the three-dimensional geometric elements assigned to each of the geometric capsules. The method also includes outputting the geometric capsules including encoded three-dimensional data.

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