Performance of Lossy Compression Algorithms from Statistical and Perceptual metrics

  • Authors:
  • Shuyu Yang;Xiaoxi Zhang;Sunanda Mitra

  • Affiliations:
  • -;-;-

  • Venue:
  • CBMS '99 Proceedings of the 12th IEEE Symposium on Computer-Based Medical Systems
  • Year:
  • 1999

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Abstract

The performance of compression algorithms is traditionally evaluated by statistical metrics such as mean square error (MSE) and peak signal-to-noise ratio (PSNR). However, it is well known that these metrics do not always correlate with visual perception. We have implemented a well known perceptual metric and evaluated the performance of a number of recently developed high fidelity compression algorithms using perceptual as well as statistical metrics. Our preliminary results do not indicate a consistent correlation between the perceptual metric used and subjective ranking.