OPTIMAL FORMAT SELECTION FOR VIDEO PLAYERS BASED ON PREDICTED VISUAL QUALITY USING MACHINE LEARNING

    公开(公告)号:US20230054130A1

    公开(公告)日:2023-02-23

    申请号:US17790102

    申请日:2019-12-31

    Applicant: GOOGLE LLC

    Abstract: A system and methods are disclosed for optimal format selection for video players based on visual quality. The method includes generating a plurality of reference transcoded versions of a reference video, obtaining quality scores for frames of the plurality of reference transcoded versions of the reference video, generating a first training input comprising a set of color attributes, spatial attributes, and temporal attributes of the frames of the reference video, and generating a first target output for the first training input, wherein the first target output comprises the quality scores for the frames of the plurality of reference transcoded versions of the reference video. The method further includes providing the training data to train a machine learning model on (i) a set of training inputs comprising the first training input and (ii) a set of target outputs comprising the first target output.

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