Selective sampling and optimal filtering for subpixel-based image down-sampling

Sung Ho Chae, Sung Tae Kim, Joon Yeon Kim, Cheol Hwan Yoo, Sung Jea Ko

    Research output: Contribution to journalArticlepeer-review

    Abstract

    Subpixel-based image down-sampling has been widely used to improve the apparent resolution of down-sampled images on display. However, previous subpixel rendering methods often introduce distortions, such as aliasing and color-fringing. This study proposes a novel subpixel rendering method that uses selective sampling and optimal filtering. We first generalize the previous frequency domain analysis results indicating the relationships between various down-sampling patterns and the aliasing artifact. Based on this generalized analysis, a subpixel-based down-sampling pattern for each image is selectively determined by utilizing the edge distribution of the image. Moreover, we investigate the origin of the color-fringing artifact in the frequency domain. Optimal spatial filters that can effectively remove distortions caused by the selected down-sampling pattern are designed via frequency domain analyses of aliasing and color-fringing. The experimental results show that the proposed method is not only robust to the aliasing and color-fringing artifacts but also outperforms the existing ones in terms of information preservation.

    Original languageEnglish
    Article number8819919
    Pages (from-to)124096-124105
    Number of pages10
    JournalIEEE Access
    Volume7
    DOIs
    Publication statusPublished - 2019

    Bibliographical note

    Publisher Copyright:
    © 2013 IEEE.

    Keywords

    • Aliasing
    • Color-fringing
    • Frequency domain analysis
    • Image down-sampling
    • Optimal filtering
    • Selective sampling
    • Subpixel rendering

    ASJC Scopus subject areas

    • General Computer Science
    • General Materials Science
    • General Engineering

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