TY - JOUR
T1 - Regional difference in compression artifacts in low-dose chest CT images
T2 - Effects of mathematical and perceptual factors
AU - Kil, Joong Kim
AU - Kim, Bohyoung
AU - Lee, Kyoung Ho
AU - Tae, Jung Kim
AU - Mantiuk, Rafal
AU - Kang, Heung Sik
AU - Young, Hoon Kim
PY - 2008
Y1 - 2008
N2 - 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.
AB - 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.
KW - Artifacts
KW - CT
KW - Data compression
KW - Image quality metric
KW - Low-dose CT
KW - Lung cancer screening
KW - Visually lossless threshold
UR - https://www.scopus.com/pages/publications/49149120343
U2 - 10.2214/AJR.07.3462
DO - 10.2214/AJR.07.3462
M3 - Article
C2 - 18647883
AN - SCOPUS:49149120343
SN - 0361-803X
VL - 191
SP - W30-W37
JO - American Journal of Roentgenology
JF - American Journal of Roentgenology
IS - 2
ER -