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Degraded Reference Image Quality Assessment.

Shahrukh Athar, Zhou Wang

    IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
    |April 5, 2023
    PubMed
    Summary
    This summary is machine-generated.

    Introducing degraded-reference image quality assessment (DR IQA), this study leverages intermediate references for more reliable visual content quality evaluation in media systems. DR IQA offers significant performance improvements in multi-stage distortion environments.

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    Area of Science:

    • Computer Vision
    • Image Processing
    • Multimedia Systems

    Background:

    • Media distribution systems often lack pristine source content for quality assessment.
    • Full-reference (FR) and reduced-reference (RR) methods are infeasible without original or partial references.
    • No-reference (NR) methods are applicable but often unreliable for complex distortions.

    Purpose of the Study:

    • To establish a novel paradigm for image quality assessment (IQA) using intermediate degraded references.
    • To investigate the utility of partially degraded content as a reference for quality evaluation.
    • To address the limitations of existing IQA methods in practical media delivery chains.

    Main Methods:

    • Proposed a new degraded-reference IQA (DR IQA) paradigm.
    • Designed DR IQA architectures using a two-stage distortion pipeline with a 6-bit configuration code.
    • Constructed and released the first large-scale DR IQA databases.

    Main Results:

    • Made novel observations on distortion behavior in multi-stage distortion pipelines.
    • Developed novel DR IQA models based on these observations.
    • Demonstrated significant performance improvements of DR IQA models compared to FR and NR baselines.

    Conclusions:

    • Degraded-reference IQA (DR IQA) is a valid and promising paradigm for quality assessment.
    • DR IQA offers significant performance advantages in multi-stage distortion environments.
    • Further exploration of DR IQA is warranted for practical media systems.