A Computer-Aided Detection system for lung nodules in CT images

被引:0
|
作者
Camarlinghi, N. [1 ,2 ]
Fantacci, M. E. [1 ,2 ]
Gori, I. [3 ]
Retico, A. [2 ]
机构
[1] Univ Pisa, Dipartimento Fis, Pisa, Italy
[2] Sezione Pisa, INFN, Pisa, Italy
[3] Bracco Imaging SpA, Milan, Italy
关键词
D O I
10.1393/ncc/i2011-10820-3
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Lung cancer is the leading cause of cancer-related mortality in developed countries. To support radiologists in the identification of early-stage lung cancers, we propose a Computer-Aided Detection (CAD) system, composed by two different procedures: VBNA CADI devoted to the identification of small nodules embedded in the lung parenchyma (internal nodules) and VBNA CADJP devoted the identification of nodules originating on the pleura surface (juxta-pleural nodules). The CAD system has been developed and tested on a dataset of low-dose and thin-slice CT scans collected in the framework of the first Italian randomized and controlled screening trial (ITALUNG-CT). This work has been carried out in the framework of MAGIC-5 (Medical Application on a Grid Infrastructure Connection), an Italian collaboration funded by Istituto Nazionale di Fisica Nucleare (INFN) and Ministero dell'Universita e della Ricerca (MIUR), which aims at developing models and algorithms for a distributed analysis of biomedical images, by making use of the GRID services.
引用
收藏
页码:65 / 78
页数:14
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