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Regional difference in compression artifacts in low-dose chest CT images: Effects of mathematical and perceptual factors

  • Joong Kim Kil
  • , Bohyoung Kim
  • , Kyoung Ho Lee
  • , Jung Kim Tae
  • , Rafal Mantiuk
  • , Heung Sik Kang
  • , Hoon Kim Young
  • Seoul National University
  • University of British Columbia

Research output: Contribution to journalArticlepeer-review

Abstract

OBJECTIVE. The objective of our study was to investigate the difference of perceptible artifacts between the lungs and the chest wall and mediastinum in Joint Photographic Experts Group (JPEG) 2000-compressed low-dose chest CT images and to show that a perceptual image quality metric - the High - Dynamic Range Visual Difference Predictor (HDR-VDP) - can reproduce this regional difference. MATERIALS AND METHODS. Twenty images were compressed reversibly and irreversibly to 6:1-30:1. To analyze the two regions separately (lungs; and chest wall and mediastinum), the compressed pixels outside each tested region were replaced with the original pixels. By comparing the compressed and original images, three radiologists independently rated the compression artifacts as grade 0, none, indistinguishable; 1, barely perceptible; 2, subtle; or 3, significant. At each compression level, the two regions were compared for the readers' responses, peak signal-to-noise ratio (PSNR), and HDR-VDP results. Wilcoxon's signed rank tests and exact tests for paired proportions were used with a p value threshold of 0.05. RESULTS. Artifacts were rated as lower grades in the lungs than in the chest wall and mediastinum, showing statistical significances at 10:1-20:1 for reader 1, 8:1-15:1 for reader 2, and 8:1-20:1 for reader 3. Grade 0 was more frequent in the lungs, showing statistical significances at 10:1 for reader 1 and at 8:1-10:1 for readers 2 and 3. The results of PSNR indicated greater artifacts in the lungs (p < 0.001), whereas HDR-VDP results indicated fewer artifacts in the lungs (p < 0.001). CONCLUSION. Although compression artifacts are mathematically greater in the lungs than in the chest wall and mediastinum, radiologists' artifact perceptions are the opposite, which can be successfully reproduced by HDR-VDP.

Original languageEnglish
Pages (from-to)W30-W37
JournalAmerican Journal of Roentgenology
Volume191
Issue number2
DOIs
StatePublished - 2008
Externally publishedYes

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • Artifacts
  • CT
  • Data compression
  • Image quality metric
  • Low-dose CT
  • Lung cancer screening
  • Visually lossless threshold

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