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    Flexible resolution support for image and video style transfer
    2.
    发明授权
    Flexible resolution support for image and video style transfer 有权

    公开(公告)号：US10909657B1

    公开(公告)日：2021-02-02

    申请号：US16032844

    申请日：2018-07-11

    Applicant: Apple Inc.

    Inventor： Francesco Rossi ,  Xiaohuan C. Wang ,  Brian E. Walsh ,  Bartlomiej W. Rymkowski ,  Xiaojin Shi ,  Marco Zuliani ,  Alexey Marinichev ,  Benjamin Poulain ,  Omid Khalili

    IPC: G06T3/40 ,  G06T11/00 ,  G06N5/04

    Abstract: Artistic styles extracted from one or more source images may be applied to one or more target images, e.g., in the form of stylized images and/or stylized video sequences. The extracted artistic style may be stored as a plurality of layers in a neural network, which neural network may be further optimized, e.g., via the fusion of various elements of the network's architectures. An optimized network architecture may be determined for each processing environment in which the network will be applied. The artistic style may be applied to the obtained images and/or video sequence of images using various optimization methods, such as the use of scalars to control the resolution of the unstylized and stylized images, temporal consistency constraints, as well as the use of dynamically adjustable or selectable versions of Deep Neural Networks (DNN) that are responsive to system performance parameters, such as available processing resources and thermal capacity.

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