THORACIC CT IMAGES - EFFECT OF LOSSY IMAGE COMPRESSION ON DIAGNOSTIC-ACCURACY

被引:54
作者
COSMAN, PC
DAVIDSON, HC
BERGIN, CJ
TSENG, CW
MOSES, LE
RISKIN, EA
OLSHEN, RA
GRAY, RM
机构
[1] STANFORD UNIV,DEPT ELECT ENGN,INFORMAT SYST LAB,STANFORD,CA 94305
[2] STANFORD UNIV,SCH MED,DEPT RADIOL,STANFORD,CA 94305
[3] STANFORD UNIV,SCH MED,DEPT STAT,DIV BIOSTAT,STANFORD,CA 94305
[4] UNIV CALIF SAN DIEGO,DEPT RADIOL,SAN DIEGO,CA 92103
[5] UNIV WASHINGTON,DEPT ELECT ENGN,SEATTLE,WA 98195
关键词
COMPUTED TOMOGRAPHY (CT); IMAGE PROCESSING; DATA COMPRESSION; IMAGES; INTERPRETATION; THORAX; CT;
D O I
10.1148/radiology.190.2.8284409
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
PURPOSE: To evaluate the effects of lossy image (noninvertible) compression on diagnostic accuracy of thoracic computed tomographic images. MATERIALS AND METHODS: Sixty images from patients with mediastinal adenopathy and pulmonary nodules were compressed to six different levels with tree-structured vector quantization. Three radiologists then used the original and compressed images for diagnosis. Unlike many previous receiver operating characteristic-based studies that used confidence rankings and binary detection tasks, this study examined the sensitivity and predictive value positive scores from nonbinary detection tasks. RESULTS: At the 5% significance level, there was no statistically significant difference in diagnostic accuracy of image assessment at compression rates of up to 9:1. CONCLUSION The techniques presented for evaluation of image quality do not depend on the specific compression algorithm and provide a useful approach to evaluation of the benefits of any lossy image processing technique.
引用
收藏
页码:517 / 524
页数:8
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