Information fusion: Application to data and model fusion for ultrasound image segmentation

被引:31
作者
Solaiman, B
Debon, R
Pipelier, F
Cauvin, JM
Roux, C
机构
[1] ENST Bretagne, Dept Image & Traitment Informat, LaTIM, F-29285 Brest, France
[2] ENST Bretagne, Dept Image & Traitement Informat, LaTIM, F-29285 Brest, France
关键词
fuzzy logic; information fusion; snake model; ultrasound images;
D O I
10.1109/10.790491
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Nowadays, information fusion constitutes a challenging research topic. Our study proposes to achieve the fusion of several knowledge sources. This, in order to detect the esophagus inner wall from ultrasound medical images. After a brief description of information fusion concepts, we propose a system architecture including both model and data fusion. The data fusion is accomplished using fuzzy modeling, which can be seen as a monosensor/multiple sources data fusion system. The model fusion is performed using a full-adapted snake theory, which projects the fuzzy decision into the binary decision space.
引用
收藏
页码:1171 / 1175
页数:5
相关论文
共 14 条
[1]   Information combination operators for data fusion: A comparative review with classification [J].
Bloch, I .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 1996, 26 (01) :52-67
[2]  
Clark, 1990, DATA FUSION SENSORY
[3]   SNAKES - ACTIVE CONTOUR MODELS [J].
KASS, M ;
WITKIN, A ;
TERZOPOULOS, D .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) :321-331
[4]  
KLEIN LA, 1993, SPIE OPTICAL ENG TT, V14, P48
[5]   SPECKLE ANALYSIS AND SMOOTHING OF SYNTHETIC APERTURE RADAR IMAGES [J].
LEE, JS .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1981, 17 (01) :24-32
[6]  
PIPELIER F, 1994, P IEEE WORKSH NONL S, P799
[7]  
PIPELIER F, P IEEE ENG MED BIOL, P167
[8]  
PIPELIER F, 1997, THESIS U RENNES 1 RE
[9]   An information fusion method for multispectral image classification postprocessing [J].
Solaiman, B ;
Koffi, RK ;
Mouchot, MC ;
Hillion, A .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (02) :395-406
[10]  
SOLAIMAN B, 1995, P IEEE ENG MED BIOL, P611