A queue-based region growing algorithm for accurate segmentation of multi-dimensional digital images

被引:24
作者
Thiran, JP
Warscotte, V
Macq, B
机构
关键词
3D segmentation; MRI; watersheds; region growing; 3D images;
D O I
10.1016/S0165-1684(97)00060-1
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
An algorithm for automatic and accurate segmentation of multi-dimensional images is presented in this paper. It improves the classical watershed transform whose results are inaccurate when applied on noisy or anisotropic data. This algorithm combines a watershed-like region growing with a very simple marker selection step. It is particularly well suited for accurate segmentation of complex objects, such as the brain in 3D Magnetic Resonance (MR) images of the head since it provides an accurate and fully 3D segmentation in a reasonable computation time. Comparative results of the segmentation obtained by this algorithm and by the classical watershed transform are shown in the case of 3D MR images. Applications of this technique to 3D visualisation and brain sulcii identification are also presented. (C) 1997 Elsevier Science B.V.
引用
收藏
页码:1 / 10
页数:10
相关论文
共 36 条
[1]   SEEDED REGION GROWING [J].
ADAMS, R ;
BISCHOF, L .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1994, 16 (06) :641-647
[2]  
Beucher S., 1982, Proceedings of ICASSP 82. IEEE International Conference on Acoustics, Speech and Signal Processing, P1928
[3]  
Beucher S., 1979, INT WORKSH IM PROC R
[4]  
Beucher S, 1993, MATH MORPHOLOGY IMAG, P433, DOI [10.1201/9781482277234-12, DOI 10.1201/9781482277234-12]
[5]   3-D SEGMENTATION OF MR IMAGES OF THE HEAD FOR 3-D DISPLAY [J].
BOMANS, M ;
HOHNE, KH ;
TIEDE, U ;
RIEMER, M .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1990, 9 (02) :177-183
[6]   AUTOMATIC DETECTION OF BRAIN CONTOURS IN MRI DATA SETS [J].
BRUMMER, ME ;
MERSEREAU, RM ;
EISNER, RL ;
LEWINE, RRJ .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1993, 12 (02) :153-166
[7]   3D RECONSTRUCTION OF THE BRAIN FROM MAGNETIC-RESONANCE IMAGES USING A CONNECTIVITY ALGORITHM [J].
CLINE, HE ;
DUMOULIN, CL ;
HART, HR ;
LORENSEN, WE ;
LUDKE, S .
MAGNETIC RESONANCE IMAGING, 1987, 5 (05) :345-352
[8]  
Digabel H., 1978, PROC 2 EUROPEAN S QU, P85
[9]  
GRATIN C, 1992, ACTA STEREOL, V11, P551
[10]  
HAGYARD D, 1996, P IEEE INT C IM PROC, V3, P41