Construction of a knee osteoarthritis diagnostic system based on X-ray image processing

被引:8
作者
Li, Yongping [1 ]
Xu, Ning [2 ]
Lyu, Qiang [3 ]
机构
[1] Ningbo Dahongying Univ, Sch Informat & Engn, Ningbo, Zhejiang, Peoples R China
[2] Tianlin Community Hlth Ctr, Shanghai, Peoples R China
[3] Univ Guelph, Sch Engn, Guelph, ON, Canada
来源
CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS | 2019年 / 22卷 / Suppl 6期
关键词
Knee joint; Osteoarthritis; X-ray; Image processing; Machine vision; ARTICULAR SURFACE; GRAY-LEVEL; SEGMENTATION; FRACTURES; ACCURACY; REGION; BONE; WEAR;
D O I
10.1007/s10586-018-2677-y
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to accurately diagnose knee osteoarthritis, a detection technique as well as its quantitative assessment based on X-ray image processing is proposed in this study. First, image segmentation is implemented on the basis of maximum between-class variance and region growing method. Second, the edge of the image concerned is filled based on calculations of mathematical morphology, followed by edge extraction, which realizes extraction of the image in the region of interest. Finally, processing and judgment concerning four indicators to determine knee osteoarthritis, namely, joint space asymmetry, articular sclerosis, rugged articular surface, and intra-articular loose bodies, were judged and judged. Our experimental results show that this technique can effectively detect and describe the features of knee osteoarthritis, which can be used as a tool for clinical diagnosis.
引用
收藏
页码:15533 / 15540
页数:8
相关论文
共 54 条
[1]   Diagnosis, medication, and surgical management for patients with trigeminal neuralgia: a qualitative study [J].
Allsop, Matthew J. ;
Twiddy, Maureen ;
Grant, Hilary ;
Czoski-Murray, Carolyn ;
Mon-Williams, Mark ;
Mushtaq, Faisal ;
Phillips, Nick ;
Zakrzewska, Joanna M. ;
Pavitt, Sue .
ACTA NEUROCHIRURGICA, 2015, 157 (11) :1925-1933
[2]   Improving the accuracy of volumetric segmentation using pre-processing boundary detection and image reconstruction [J].
Archibald, R ;
Hu, JX ;
Gelb, A ;
Farin, G .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (04) :459-466
[3]  
Banerjee S., 2012, INF SCI, V330, P88
[4]   ACCRETION DISK DYNAMO AS THE TRIGGER FOR X-RAY BINARY STATE TRANSITIONS [J].
Begelman, Mitchell C. ;
Armitage, Philip J. ;
Reynolds, Christopher S. .
ASTROPHYSICAL JOURNAL, 2015, 809 (02)
[5]   Characterising dark matter searches at colliders and direct detection experiments: vector mediators [J].
Buchmueller, Oliver ;
Dolan, Matthew J. ;
Malik, Sarah A. ;
McCabe, Christopher .
JOURNAL OF HIGH ENERGY PHYSICS, 2015, (01)
[6]   Accurate calibration method for camera and projector in fringe patterns measurement system [J].
Chen, Rui ;
Xu, Jing ;
Chen, Heping ;
Su, Jianhua ;
Zhang, Zonghua ;
Chen, Ken .
APPLIED OPTICS, 2016, 55 (16) :4293-4300
[7]  
Chen Y., 2016, CONTR DEC C IEEE
[8]   Lip Segmentation under MAP-MRF Framework with Automatic Selection of Local Observation Scale and Number of Segments [J].
Cheung, Yiu-ming ;
Li, Meng ;
Cao, Xiaochun ;
You, Xinge .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (08) :3397-3411
[9]   OMEGA - OSIRIS Mapping of Emission-line Galaxies in A901/2-I. Survey description, data analysis, and star formation and AGN activity in the highest density regions [J].
Chies-Santos, Ana L. ;
del Pino, Bruno Rodriguez ;
Aragon-Salamanca, Alfonso ;
Bamford, Steven P. ;
Gray, Meghan E. ;
Wolf, Christian ;
Boehm, Asmus ;
Maltby, David T. ;
Pintos-Castro, Irene ;
Sanchez-Portal, Miguel ;
Weinzirl, Tim .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2015, 450 (04) :4458-4474
[10]   Synthesis, X-ray structure of organometallic ruthenium (II) p-cymene complexes based on P- and N- donor ligands and their in vitro antibacterial and anticancer studies [J].
Chuklin, Parichad ;
Chalermpanaphan, Vachirawit ;
Nhukeaw, Tidarat ;
Saithong, Saowanit ;
Chainok, Kittipong ;
Phongpaichit, Sauwalak ;
Ratanaphan, Adisorn ;
Leesakul, Nararak .
JOURNAL OF ORGANOMETALLIC CHEMISTRY, 2017, 846 :242-250