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
[11]   (No) dimming of X-ray clusters beyond z ∼ 1 at fixed mass: crude redshifts and masses from raw X-ray and SZ data [J].
Churazov, E. ;
Vikhlinin, A. ;
Sunyaev, R. .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2015, 450 (02) :1984-1989
[12]  
Cigan AD, 2016, TISSUE ENG PT A, V22, P1063, DOI [10.1089/ten.tea.2016.0179, 10.1089/ten.TEA.2016.0179]
[13]   Pragmatic issues in biomarker evaluation for targeted therapies in cancer [J].
de Gramont, Armand ;
Watson, Sarah ;
Ellis, Lee M. ;
Rodon, Jordi ;
Tabernero, Josep ;
de Gramont, Aimery ;
Hamilton, Stanley R. .
NATURE REVIEWS CLINICAL ONCOLOGY, 2015, 12 (04) :197-212
[14]   Fractures of the tibial plateau involve similar energies as the tibial pilon but greater articular surface involvement [J].
Dibbern, Kevin ;
Kempton, Laurence B. ;
Higgins, Thomas F. ;
Morshed, Saam ;
McKinley, Todd O. ;
Marsh, J. Lawrence ;
Anderson, Donald D. .
JOURNAL OF ORTHOPAEDIC RESEARCH, 2017, 35 (03) :618-624
[15]   Translational and emerging clinical applications of metabolomics in cardiovascular disease diagnosis and treatment [J].
Dona, Anthony C. ;
Coffey, Sean ;
Figtree, Gemma .
EUROPEAN JOURNAL OF PREVENTIVE CARDIOLOGY, 2016, 23 (15) :1578-1589
[16]   Laboratory-based X-ray phase-contrast imaging with misaligned optical elements [J].
Endrizzi, Marco ;
Basta, Dario ;
Olivo, Alessandro .
APPLIED PHYSICS LETTERS, 2015, 107 (12)
[17]   Difference Between HPV-Positive and HPV-Negative Non-Oropharyngeal Head and Neck Cancer: Texture Analysis Features on CT [J].
Fujita, Akifumi ;
Buch, Karen ;
Li, Baojun ;
Kawashima, Yusuke ;
Qureshi, Muhammad M. ;
Sakai, Osamu .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 2016, 40 (01) :43-47
[18]  
Gain A.L., 2015, INT J FRACTURE, V169, P113, DOI DOI 10.1007/s10704-010-9578-2
[19]   Role of subchondral bone remodelling in collapse of the articular surface of Thoroughbred racehorses with palmar osteochondral disease [J].
Hassan, E. Bani ;
Mirams, M. ;
Ghasem-Zadeh, A. ;
Mackie, E. J. ;
Whitton, R. C. .
EQUINE VETERINARY JOURNAL, 2016, 48 (02) :228-233
[20]  
Javadi M., 2017, ROB INT S