EFFICIENT MULTI-OBJECT SEGMENTATION OF 3D MEDICAL IMAGES USING CLUSTERING AND GRAPH CUTS

被引：0

作者：

Kechichian, Razmig ^{[1
]}

Valette, Sebastien ^{[1
]}

Desvignes, Michel ^{[2
]}

Prost, Remy ^{[1
]}

机构：

[1] Univ Lyon, CREATIS, CNRS, INSERM,U630,UMR5220, Lyon, France

[2] INPG, GIPSA LAB, Grenoble, France

来源：

2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2011年

关键词：

Medical image segmentation; clustering; graph-cuts; ENERGY MINIMIZATION;

D O I：

暂无

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：

We propose an application of multi-label "Graph Cut" optimization algorithms to the simultaneous segmentation of multiple anatomical structures, initialized via an over-segmentation of the image computed by a fast centroidal Voronoi diagram (CVD) clustering algorithm. With respect to comparable segmentations computed directly on the voxels of image volumes, we demonstrate performance improvements on both execution speed and memory footprint by, at least, an order of magnitude, making it possible to process large volumes on commodity hardware which could not be processed pixel-wise.

引用

页数：4

共 50 条

[1] Efficient Interactive Multi-object Segmentation in Medical Images
Castaneda Leon, Leissi Margarita
Vechiatto de Miranda, Paulo Andre
COMPUTER VISION - ECCV 2018 WORKSHOPS, PT IV, 2019, 11132 : 705 - 710
[2] SEGMENTATION OF TERAHERTZ IMAGES USING 3D GRAPH-CUTS
Dehiya, Vasundhara
Trocan, Maria
Amiel, Frederic
2014 INTERNATIONAL WORKSHOP ON COMPUTATIONAL INTELLIGENCE FOR MULTIMEDIA UNDERSTANDING (IWCIM), 2014,
[3] Moving object segmentation using dynamic 3D graph cuts and GMM
Li, Bo
Yuan, Baozong
Sun, Yunda
2006 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-4, 2006, : 1559 - +
[4] Segmentation of Wood Fibres in 3D CT Images Using Graph Cuts
Wernersson, Erik L. G.
Brun, Anders
Hendriks, Cris L. Luengo
IMAGE ANALYSIS AND PROCESSING - ICIAP 2009, PROCEEDINGS, 2009, 5716 : 92 - 102
[5] Multi-object tracking through clutter using graph cuts
Malcolm, James
Rathi, Yogesh
Tannenbaum, Allen
2007 IEEE 11TH INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS 1-6, 2007, : 2726 - 2730
[6] Automatic 3D object segmentation in multiple views using volumetric graph-cuts
Campbell, N. D. F.
Vogiatzis, G.
Hernandez, C.
Cipolla, R.
IMAGE AND VISION COMPUTING, 2010, 28 (01) : 14 - 25
[7] Multi-object segmentation of brain structures in 3D MRI using a computerized atlas
Ferrant, M
Cuisenaire, O
Macq, B
MEDICAL IMAGING 1999: IMAGE PROCESSING, PTS 1 AND 2, 1999, 3661 : 986 - 995
[8] Ball-Scale Based Hierarchical Multi-Object Recognition in 3D Medical Images
Bagci, Ulas
Udupa, Jayaram K.
Chen, Xinjian
MEDICAL IMAGING 2010: IMAGE PROCESSING, 2010, 7623
[9] Learnable Online Graph Representations for 3D Multi-Object Tracking
Zaech, Jan-Nico
Liniger, Alexander
Dai, Dengxin
Danelljan, Martin
Van Gool, Luc
IEEE ROBOTICS AND AUTOMATION LETTERS, 2022, 7 (02): : 5103 - 5110
[10] 3D multi-object segmentation of cardiac MSCT imaging by using a multi-agent approach
Fleureau, Julien
Garreau, Mireille
Boulmier, Dominique
Hernandez, Alfredo
2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, : 6004 - 6007

← 1 2 3 4 5 →