QUALITY ASSESSMENT AND OPTIMIZATION IN CONTENT MANAGEMENT SYSTEMS AND APPLICATIONS

    公开(公告)号:US20240373033A1

    公开(公告)日:2024-11-07

    申请号:US18311489

    申请日:2023-05-03

    Abstract: Approaches in accordance with various illustrative embodiments provide for the determination and/or optimization the quality of an image or video, such as an image that has been compressed for transmission or storage then decompressed for presentation. Weights can be determined for a set of weight-based quality metrics to produce an overall quality metric that is a weighted combination of these metrics. Because different portions of an image or video frame may have different types of features, an image or video frame can be divided into blocks of pixels, for example, with different weights being assigned to different blocks using quality metrics. Different metrics can be considered as points in a high-dimensional weight space, with each dimension corresponding to a weight of a block. A combination of these points results in an improved quality metric. Compression settings can be updated based in part upon the overall quality metric values.

    RATE CONTROL BASED ON MACHINE LEARNING FOR VIDEO ENCODERS

    公开(公告)号:US20240244228A1

    公开(公告)日:2024-07-18

    申请号:US18096430

    申请日:2023-01-12

    CPC classification number: H04N19/149 H04N19/172

    Abstract: A system includes a processing device to receive video content and output encoded video of the video content for a client video device. The system includes a controller coupled to the processing device, the controller programmed with machine instructions to receive, from a video encoder while encoding the video content, frame statistics based on one or more encoded frames of the video content corresponding to a current frame. The machine instructions further generate a first quantization parameter (QP) value for the current frame using a frame machine learning model, wherein the frame machine learning model includes states that depend on the frame statistics. The machine instructions further provide the first QP value to the video encoder for rate control of the frame encoding of the current frame.

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