Automatic Segmentation of Intervertebral Disk from MR Images of the Spine Based on Graph Cut Method

被引：0

作者：

Nasiri, Fatemeh ^{[1
]}

Zade, Hamid Soltanian ^{[1
]}

机构：

[1] Univ Tehran, Tehran, Iran

来源：

2013 8TH IRANIAN CONFERENCE ON MACHINE VISION & IMAGE PROCESSING (MVIP 2013) | 2013年

关键词：

image segmentation; intervertebral disk; Graph cut; MRI;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this study a fully automatic segmentation of intervertebral disk method based on graph cut (GC) algorithm is presented. In graph cut algorithm, a graph is constructed from image pixels and two additional nodes named source (s) and sink (t). GC algorithm requires some seed points for initialization. Presented method extracts several features from training images and uses them to automate GC algorithm. Post-processing operation like morphological and content-based refinement is applied to segmented image by GC to get desire ROL The result of intervertebral disk segmentation with this method shows 95% accuracy.

引用

页码：300 / 303

页数：4

共 50 条

[41] A fast and automatic segmentation method of MR brain images based on genetic fuzzy clustering algorithm
Nie, Shengdong
Zhang, Yingli
Li, Wen
Chen, Zhaoxue
2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, : 5628 - 5633
[42] nnUnetFormer: an automatic method based on nnUnet and transformer for brain tumor segmentation with multimodal MR images
Guo, Shunchao
Chen, Qijian
Wang, Li
Wang, Lihui
Zhu, Yuemin
PHYSICS IN MEDICINE AND BIOLOGY, 2023, 68 (24):
[43] Automated vertebra detection and segmentation from the whole spine MR images
Peng, Zhigang
Zhong, Jia
Wee, William
Lee, Jing-Huei
2005 27TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2005, : 2527 - 2530
[44] A New Graph-Based Method for Automatic Segmentation
Gemme, Laura
Dellepiane, Silvana
IMAGE ANALYSIS AND PROCESSING - ICIAP 2015, PT I, 2015, 9279 : 601 - 611
[45] Graph Cut Based Segmentation Method for Tamil Continuous Speech
Sree, B. R. Laxmi
Vijaya, M. S.
DIGITAL CONNECTIVITY - SOCIAL IMPACT, 2016, 679 : 257 - 267
[46] Nested Graph Cut for Automatic Segmentation of High-Frequency Ultrasound Images of the Mouse Embryo
Kuo, Jen-wei
Mamou, Jonathan
Aristizabal, Orlando
Zhao, Xuan
Ketterling, Jeffrey A.
Wang, Yao
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2016, 35 (02) : 427 - 441
[47] Automatic video object segmentation using graph cut
Mu, Ying
Zhang, Hong
Wang, Helong
Zuo, Wei
2007 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-7, 2007, : 1505 - +
[48] Graph cut based automatic aorta segmentation with an adaptive smoothness constraint in 3D abdominal CT images
Deng, Xiang
Zheng, Yuanjie
Xu, Yunlong
Xi, Xiaoming
Li, Ning
Yin, Yilong
NEUROCOMPUTING, 2018, 310 : 46 - 58
[49] AN AUTOMATIC SEGMENTATION METHOD OF THE SPINAL CANAL FROM CLINICAL MR IMAGES BASED ON AN ATTENTION MODEL AND AN ACTIVE CONTOUR MODEL
Koh, Jaehan
Scott, Peter D.
Chaudhary, Vipin
Dhillon, Gurmeet
2011 8TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, 2011, : 1467 - 1471
[50] Random walk and graph cut based active contour model for three-dimension interactive pituitary adenoma segmentation from MR images
Sun, Min
Chen, Xinjian
Zhang, Zhiqiang
Ma, Chiyuan
MEDICAL IMAGING 2017: IMAGE PROCESSING, 2017, 10133

← 1 2 3 4 5 →