AN ARTIFICIAL VISION SYSTEM FOR X-RAY IMAGES OF HUMAN CORONARY TREES

被引:16
作者
COPPINI, G [1 ]
DEMI, M [1 ]
POLI, R [1 ]
VALLI, G [1 ]
机构
[1] UNIV FIRENZE, DIPARTIMENTO INGN ELETTRON, FLORENCE, ITALY
关键词
BOTTOM-UP PROCESSING; COMPUTER VISION; HIERARCHICAL SYMBOLIC REPRESENTATION; MEDICAL IMAGING; PRIMAL SKETCH; SEGMENTATION; X-RAY CORONARY ANGIOGRAPHY;
D O I
10.1109/34.192487
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The coronary tree expert (CORTEX) analyzer, which is a vision system for the description of the bidimensional shape and position of coronary vessels using standard nonsubtracted radiographic images, is described. A bottom-up approach was used to deal with the typical characteristics of medical images, such as structural and nonstructural noise and complexity and variability of biological shapes. On these grounds, grouping criteria were utilized to produce intermediate image representations with an increasing complexity in a hierarchical manner (from edge points to curves, segments, bars, and finally to vessels and their mutual relations). In this way, uncertain, inconsistent, and deficient information was efficiently processed. The evaluation of CORTEX segmentation is also performed according to a signal-detection-theory-like approach.
引用
收藏
页码:156 / 162
页数:7
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