Integrating content-based retrieval in a medical image reference database

被引:24
作者
Bucci, G
Cagnoni, S
DeDominicis, R
机构
[1] Dipto. di Sistemi ed Informatica, Università di Firenze, Florence
[2] Dipto. di Ingegneria Elettronica, Università di Firenze, Florence
[3] Dipto. di Fisiopatologia Clinica, Università di Firenze, Florence
[4] Dipto. di Sistemi ed Informatica, I-50139 Florence
关键词
image reference databases; medical imaging; content-based retrieval; multimedia; principal component analysis;
D O I
10.1016/S0895-6111(96)00016-X
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Image reference databases (RDBs) are a recurrent research topic in medical imaging. Most IRDBs are designed to help experienced physicians in diagnostic tasks and require that users have prior extensive knowledge of the field for their use to be fruitful. Therefore, the educational potential of such image collections cannot be exploited thoroughly. In this paper we propose an image-indexing method to extend the functionalities of an existing medical IRDB and allow for ifs use in educational applications, as well as in computer-assisted diagnosis. Our method, based on the Kahrunen-Loeve transform, has been used to develop a content-based search engine for tomographic image databases on which we are presently experimenting and which we aim to integrate into a working radiological IRDB installed at the University of Florence. Results achieved in our preliminary tests are also reported. Copyright (C) 1996 Elsevier Science Ltd.
引用
收藏
页码:231 / 241
页数:11
相关论文
共 19 条
[1]  
BUCCI G, 1994, IEEE MULTIMEDIA FAL, P44
[2]   NEURAL-NETWORK SEGMENTATION OF MAGNETIC-RESONANCE SPIN-ECHO IMAGES OF THE BRAIN [J].
CAGNONI, S ;
COPPINI, G ;
RUCCI, M ;
CARAMELLA, D ;
VALLI, G .
JOURNAL OF BIOMEDICAL ENGINEERING, 1993, 15 (05) :355-362
[3]  
CAGNONI S, 1994, P 1 IEEE INT C IM PR, V3, P498
[4]  
CAGNONI S, 1995, 9501 MIT WCBICL
[5]  
CHATFIELD C, 1983, INTRO MULTIVARIATE A
[6]  
FLICKNER M, 1995, IEEE COMPUT SEP
[7]  
*IBM ALM RES CTR, QUER IM CONT WEB
[8]  
*ISO, 1987, ISO8824
[9]  
Johnson K.A., The Whole Brain Atlas
[10]   APPLICATION OF THE KARHUNEN-LOEVE PROCEDURE FOR THE CHARACTERIZATION OF HUMAN FACES [J].
KIRBY, M ;
SIROVICH, L .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (01) :103-108