机构:
Lawrence Technol Univ, Dept Comp Sci, 21000 W 10 Mile Rd, Southfield, MI 48075 USALawrence Technol Univ, Dept Comp Sci, 21000 W 10 Mile Rd, Southfield, MI 48075 USA
Shamir, Lior
[1
]
机构:
[1] Lawrence Technol Univ, Dept Comp Sci, 21000 W 10 Mile Rd, Southfield, MI 48075 USA
While external body parts such as the face, fingerprints, or retina are often used for biometric identification, it can also be reasonably assumed that internal organs imaged with biomedical imaging devices can also allow biometric identification. Here we studied the use of MRI images for the purpose of biometric identification, and show that the accuracy of person identification using knee MRIs is significantly higher than random. Knee MRI images of 2,686 different patients were used in the experiment, and analysed using the wndchrm image classification scheme. Experimental results show that the rank-10 identification accuracy using the MRI knee images is similar to 93% for a dataset of 100 individuals, and similar to 45% for the entire dataset of 2,686 persons. Since MRI is used for the purpose of imaging internal parts of the body, this approach of biometric identification can potentially offer high resistance to deception.
机构:
Boston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Lund Univ, Dept Orthoped, Lund, SwedenBoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Englund, Martin
Guermazi, Ali
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机构:
Boston Univ, Sch Med, Dept Radiol, Boston, MA 02118 USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Guermazi, Ali
Gale, Daniel
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机构:
Vet Affairs Med Ctr, Dept Radiol, Boston, MA USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Gale, Daniel
Hunter, David J.
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Boston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Hunter, David J.
Aliabadi, Piran
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机构:
Harvard Univ, Sch Med, Dept Radiol, Brigham & Womens Hosp, Boston, MA 02115 USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Aliabadi, Piran
Clancy, Margaret
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Boston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Clancy, Margaret
Felson, David T.
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h-index: 0
机构:
Boston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
机构:
Boston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Lund Univ, Dept Orthoped, Lund, SwedenBoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Englund, Martin
Guermazi, Ali
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Dept Radiol, Boston, MA 02118 USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Guermazi, Ali
Gale, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Vet Affairs Med Ctr, Dept Radiol, Boston, MA USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Gale, Daniel
Hunter, David J.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Hunter, David J.
Aliabadi, Piran
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Dept Radiol, Brigham & Womens Hosp, Boston, MA 02115 USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Aliabadi, Piran
Clancy, Margaret
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA
Clancy, Margaret
Felson, David T.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USABoston Univ, Sch Med, Clin Epidemiol Res & Training Unit, Boston, MA 02118 USA