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.
机构:
Univ Colorado, JILA, Boulder, CO 80309 USA
NIST, Boulder, CO 80309 USA
Univ Colorado, Dept Astrophys & Planetary Sci, Boulder, CO 80309 USAUniv Colorado, JILA, Boulder, CO 80309 USA
Begelman, Mitchell C.
;
Armitage, Philip J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, JILA, Boulder, CO 80309 USA
NIST, Boulder, CO 80309 USA
Univ Colorado, Dept Astrophys & Planetary Sci, Boulder, CO 80309 USAUniv Colorado, JILA, Boulder, CO 80309 USA
Armitage, Philip J.
;
Reynolds, Christopher S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maryland, Dept Astron, College Pk, MD 20742 USA
Joint Space Sci Inst JSI, College Pk, MD 20742 USAUniv Colorado, JILA, Boulder, CO 80309 USA
机构:
SLAC Natl Accelerator Lab, Theory Grp, Menlo Pk, CA 94025 USAUniv London Imperial Coll Sci Technol & Med, Blackett Lab, High Energy Phys Grp, Prince Consort Rd, London SW7 2AZ, England
Dolan, Matthew J.
;
Malik, Sarah A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, Blackett Lab, High Energy Phys Grp, Prince Consort Rd, London SW7 2AZ, EnglandUniv London Imperial Coll Sci Technol & Med, Blackett Lab, High Energy Phys Grp, Prince Consort Rd, London SW7 2AZ, England
机构:
Tsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
Beijing Key Lab Precis Ultra Precis Mfg Equipment, Beijing 100084, Peoples R ChinaTsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Chen, Rui
;
Xu, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
Beijing Key Lab Precis Ultra Precis Mfg Equipment, Beijing 100084, Peoples R ChinaTsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Xu, Jing
;
Chen, Heping
论文数: 0引用数: 0
h-index: 0
机构:
SW Texas State Univ, Ingram Sch Engn, San Marcos, TX 78666 USATsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Chen, Heping
;
Su, Jianhua
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R ChinaTsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Su, Jianhua
;
Zhang, Zonghua
论文数: 0引用数: 0
h-index: 0
机构:
Hebei Univ Technol, Mech Engn, Tianjin 300130, Peoples R ChinaTsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Zhang, Zonghua
;
Chen, Ken
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
Beijing Key Lab Precis Ultra Precis Mfg Equipment, Beijing 100084, Peoples R ChinaTsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
机构:
Hong Kong Baptist Univ, Inst Computat & Theoret Studies, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
Hong Kong Baptist Univ, Beijing Normal Univ, United Int Coll, Zhuhai, Peoples R ChinaHong Kong Baptist Univ, Inst Computat & Theoret Studies, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
Cheung, Yiu-ming
;
Li, Meng
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Baptist Univ, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Baptist Univ, Inst Computat & Theoret Studies, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
Li, Meng
;
Cao, Xiaochun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Informat Engn, State Key Lab Informat Secur, Beijing 100093, Peoples R ChinaHong Kong Baptist Univ, Inst Computat & Theoret Studies, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
Cao, Xiaochun
;
You, Xinge
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Univ Sci & Technol, Dept Elect & Informat Engn, Wuhan 430074, Peoples R ChinaHong Kong Baptist Univ, Inst Computat & Theoret Studies, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
机构:
Prince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Prince Songkla Univ, Fac Sci, Ctr Innovat Chem, Hat Yai 90110, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Chuklin, Parichad
;
Chalermpanaphan, Vachirawit
论文数: 0引用数: 0
h-index: 0
机构:
Prince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Prince Songkla Univ, Fac Sci, Ctr Innovat Chem, Hat Yai 90110, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Chalermpanaphan, Vachirawit
;
Nhukeaw, Tidarat
论文数: 0引用数: 0
h-index: 0
机构:
Prince Songkla Univ, Fac Pharmaceut Sci, Dept Pharmaceut Chem, Hat Yai 90112, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Nhukeaw, Tidarat
;
论文数: 引用数:
h-index:
机构:
Saithong, Saowanit
;
Chainok, Kittipong
论文数: 0引用数: 0
h-index: 0
机构:
Thammasat Univ, Fac Sci & Technol, Dept Phys, Klongluang 12120, Pathumthani, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Chainok, Kittipong
;
Phongpaichit, Sauwalak
论文数: 0引用数: 0
h-index: 0
机构:
Prince Songkla Univ, Fac Sci, Nat Prod Res Ctr, Hat Yai 90110, Songkhla, Thailand
Prince Songkla Univ, Fac Sci, Dept Microbiol, Hat Yai 90110, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Phongpaichit, Sauwalak
;
Ratanaphan, Adisorn
论文数: 0引用数: 0
h-index: 0
机构:
Prince Songkla Univ, Fac Pharmaceut Sci, Dept Pharmaceut Chem, Hat Yai 90112, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Ratanaphan, Adisorn
;
Leesakul, Nararak
论文数: 0引用数: 0
h-index: 0
机构:
Prince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Prince Songkla Univ, Fac Sci, Ctr Innovat Chem, Hat Yai 90110, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
机构:
Univ Colorado, JILA, Boulder, CO 80309 USA
NIST, Boulder, CO 80309 USA
Univ Colorado, Dept Astrophys & Planetary Sci, Boulder, CO 80309 USAUniv Colorado, JILA, Boulder, CO 80309 USA
Begelman, Mitchell C.
;
Armitage, Philip J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, JILA, Boulder, CO 80309 USA
NIST, Boulder, CO 80309 USA
Univ Colorado, Dept Astrophys & Planetary Sci, Boulder, CO 80309 USAUniv Colorado, JILA, Boulder, CO 80309 USA
Armitage, Philip J.
;
Reynolds, Christopher S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maryland, Dept Astron, College Pk, MD 20742 USA
Joint Space Sci Inst JSI, College Pk, MD 20742 USAUniv Colorado, JILA, Boulder, CO 80309 USA
机构:
SLAC Natl Accelerator Lab, Theory Grp, Menlo Pk, CA 94025 USAUniv London Imperial Coll Sci Technol & Med, Blackett Lab, High Energy Phys Grp, Prince Consort Rd, London SW7 2AZ, England
Dolan, Matthew J.
;
Malik, Sarah A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, Blackett Lab, High Energy Phys Grp, Prince Consort Rd, London SW7 2AZ, EnglandUniv London Imperial Coll Sci Technol & Med, Blackett Lab, High Energy Phys Grp, Prince Consort Rd, London SW7 2AZ, England
机构:
Tsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
Beijing Key Lab Precis Ultra Precis Mfg Equipment, Beijing 100084, Peoples R ChinaTsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Chen, Rui
;
Xu, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
Beijing Key Lab Precis Ultra Precis Mfg Equipment, Beijing 100084, Peoples R ChinaTsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Xu, Jing
;
Chen, Heping
论文数: 0引用数: 0
h-index: 0
机构:
SW Texas State Univ, Ingram Sch Engn, San Marcos, TX 78666 USATsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Chen, Heping
;
Su, Jianhua
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R ChinaTsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Su, Jianhua
;
Zhang, Zonghua
论文数: 0引用数: 0
h-index: 0
机构:
Hebei Univ Technol, Mech Engn, Tianjin 300130, Peoples R ChinaTsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Zhang, Zonghua
;
Chen, Ken
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
Beijing Key Lab Precis Ultra Precis Mfg Equipment, Beijing 100084, Peoples R ChinaTsinghua Univ, State Key Lab Tribol, Beijing 100084, Peoples R China
机构:
Hong Kong Baptist Univ, Inst Computat & Theoret Studies, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
Hong Kong Baptist Univ, Beijing Normal Univ, United Int Coll, Zhuhai, Peoples R ChinaHong Kong Baptist Univ, Inst Computat & Theoret Studies, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
Cheung, Yiu-ming
;
Li, Meng
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Baptist Univ, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Baptist Univ, Inst Computat & Theoret Studies, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
Li, Meng
;
Cao, Xiaochun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Informat Engn, State Key Lab Informat Secur, Beijing 100093, Peoples R ChinaHong Kong Baptist Univ, Inst Computat & Theoret Studies, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
Cao, Xiaochun
;
You, Xinge
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Univ Sci & Technol, Dept Elect & Informat Engn, Wuhan 430074, Peoples R ChinaHong Kong Baptist Univ, Inst Computat & Theoret Studies, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
机构:
Prince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Prince Songkla Univ, Fac Sci, Ctr Innovat Chem, Hat Yai 90110, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Chuklin, Parichad
;
Chalermpanaphan, Vachirawit
论文数: 0引用数: 0
h-index: 0
机构:
Prince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Prince Songkla Univ, Fac Sci, Ctr Innovat Chem, Hat Yai 90110, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Chalermpanaphan, Vachirawit
;
Nhukeaw, Tidarat
论文数: 0引用数: 0
h-index: 0
机构:
Prince Songkla Univ, Fac Pharmaceut Sci, Dept Pharmaceut Chem, Hat Yai 90112, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Nhukeaw, Tidarat
;
论文数: 引用数:
h-index:
机构:
Saithong, Saowanit
;
Chainok, Kittipong
论文数: 0引用数: 0
h-index: 0
机构:
Thammasat Univ, Fac Sci & Technol, Dept Phys, Klongluang 12120, Pathumthani, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Chainok, Kittipong
;
Phongpaichit, Sauwalak
论文数: 0引用数: 0
h-index: 0
机构:
Prince Songkla Univ, Fac Sci, Nat Prod Res Ctr, Hat Yai 90110, Songkhla, Thailand
Prince Songkla Univ, Fac Sci, Dept Microbiol, Hat Yai 90110, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Phongpaichit, Sauwalak
;
Ratanaphan, Adisorn
论文数: 0引用数: 0
h-index: 0
机构:
Prince Songkla Univ, Fac Pharmaceut Sci, Dept Pharmaceut Chem, Hat Yai 90112, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Ratanaphan, Adisorn
;
Leesakul, Nararak
论文数: 0引用数: 0
h-index: 0
机构:
Prince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand
Prince Songkla Univ, Fac Sci, Ctr Innovat Chem, Hat Yai 90110, Songkhla, ThailandPrince Songkla Univ, Fac Sci, Dept Chem, Hat Yai 90110, Songkhla, Thailand