Antialiasing filter design for subpixel downsampling via frequency-domain analysis

Lu Fang*, Oscar C. Au, Ketan Tang, Aggelos K. Katsaggelos

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

40 Scopus citations

Abstract

In this paper, we are concerned with image downsampling using subpixel techniques to achieve superior sharpness for small liquid crystal displays (LCDs). Such a problem exists when a high-resolution image or video is to be displayed on low-resolution display terminals. Limited by the low-resolution display, we have to shrink the image. Signal-processing theory tells us that optimal decimation requires low-pass filtering with a suitable cutoff frequency, followed by downsampling. In doing so, we need to remove many useful image details causing blurring. Subpixel-based downsampling, taking advantage of the fact that each pixel on a color LCD is actually composed of individual red, green, and blue subpixel stripes, can provide apparent higher resolution. In this paper, we use frequency-domain analysis to explain what happens in subpixel-based downsampling and why it is possible to achieve a higher apparent resolution. According to our frequency-domain analysis and observation, the cutoff frequency of the low-pass filter for subpixel-based decimation can be effectively extended beyond the Nyquist frequency using a novel antialiasing filter. Applying the proposed filters to two existing subpixel downsampling schemes called direct subpixel-based downsampling (DSD) and diagonal DSD (DDSD), we obtain two improved schemes, i.e., DSD based on frequency-domain analysis (DSD-FA) and DDSD based on frequency-domain analysis (DDSD-FA). Experimental results verify that the proposed DSD-FA and DDSD-FA can provide superior results, compared with existing subpixel or pixel-based downsampling methods.

Original languageEnglish (US)
Article number5999717
Pages (from-to)1391-1405
Number of pages15
JournalIEEE Transactions on Image Processing
Volume21
Issue number3
DOIs
StatePublished - Mar 2012

Funding

Manuscript received December 14, 2010; revised May 11, 2011; accepted August 07, 2011. Date of publication August 30, 2011; date of current version February 17, 2012. This work was supported in part by the Research Grants Council (RGC) of the Hong Kong Special Administrative Region, China, under Grant GRF 610109. The associate editor coordinating the review of this manuscript and approving it for publication was Prof. Kiyoharu Aizawa.

Keywords

  • Downsampling
  • frequency analysis
  • subpixel rendering

ASJC Scopus subject areas

  • Software
  • Computer Graphics and Computer-Aided Design

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