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Upsampling01:22

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Managing signal sampling rates is essential in digital signal processing to maintain signal integrity. A decimated signal, characterized by a reduced frequency range due to its lower sampling rate, can be upsampled by inserting zeros between each sample. This upsampling process expands the original spectrum and introduces repeated spectral replicas at intervals dictated by the new Nyquist frequency. To refine this zero-inserted sequence, it is passed through a lowpass filter with a cutoff...
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Related Experiment Videos

Efficient Multi-Strategy Intra Prediction for Quality Scalable High Efficiency Video Coding.

Dayong Wang, Ce Zhu, Yu Sun

    IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
    |August 18, 2017
    PubMed
    Summary
    This summary is machine-generated.

    This study introduces a novel scheme to accelerate intra-coding in Scalable High Efficiency Video Coding (SHVC) by intelligently reducing complex mode decisions. The method achieves over 75% speedup while preserving coding efficiency.

    Related Experiment Videos

    Area of Science:

    • Video Compression Technologies
    • Digital Signal Processing
    • Computer Vision

    Background:

    • High Efficiency Video Coding (HEVC) is complex, and its extension, Scalable HEVC (SHVC), further increases computational demands.
    • Intra prediction in SHVC, particularly for quality enhancement layers, involves extensive mode selection and depth-level analysis, leading to high complexity.

    Purpose of the Study:

    • To propose a novel intra prediction scheme to significantly speed up the enhancement layer intra-coding in Quality SHVC.
    • To reduce the computational complexity associated with mode decision and depth selection in SHVC intra-coding.

    Main Methods:

    • A multi-step, multi-strategy approach combining spatial and inter-layer correlations to predict probable depth levels.
    • Utilizing residual distribution analysis (skewness, kurtosis) to conditionally skip complex Inter-Layer Reference (ILR) mode comparisons.
    • Employing local monotonicity of Hadamard costs and hypothesis testing for early termination of depth selection and mode comparisons.

    Main Results:

    • The proposed scheme achieves an average speedup gain of over 75% on test video sequences.
    • Maintained coding efficiency comparable to existing methods despite significant complexity reduction.

    Conclusions:

    • The developed scheme effectively minimizes depth selections and reduces mode decision complexity in a hierarchical manner.
    • This approach offers a practical solution for accelerating SHVC enhancement layer intra-coding without sacrificing compression performance.