Intelligent agent support for automated radiology exam

被引:1
|
作者
Shang, Y [1 ]
Popescu, M [1 ]
机构
[1] Univ Missouri, Dept Comp Sci & Comp Engn, Columbia, MO 65211 USA
关键词
intelligent agent; radiology image interpretation; information fusion;
D O I
10.1117/12.403600
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
A difficult problem in automatic medical image understanding is that for every image type such as x-ray and every body organ such as heart, there exist specific solutions that do not allow for generalization. Just collecting all the specific solutions will not achieve the vision of a computerized physician. To address this problem, we propose an intelligent agent approach that is based on agent-oriented programming and the concept of active fusion. The advantage of agent-oriented programming is that it combines the benefits of object-oriented programming and expert system. For radiology image understanding, we present a multi-agent system that is composed of two major types of intelligent agents: radiologist agents and patient agents. A patient agent asks for multiple opinions from radiologist agents in interpreting a given set of images and then integrates the opinions. A radiologist agent decomposes the image recognition task into smaller problems that are solved collectively by multiple intelligent sub-agents. Finally, we present a preliminary implementation and running examples of the multi-agent system.
引用
收藏
页码:154 / 163
页数:10
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