Automated diagnosis of alzheimer disease using the scale-invariant feature transforms in magnetic resonance images

Journal of Medical Systems

Volumn 36, Issue 2, 2012, Pages 995-1000

  Daliri, Mohammad Reza ^a  

^a IRAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Iran)

Author keywords

Alzheimer disease; Diagnosis system; MRI; SIFT features; SVM

Indexed keywords

ADULT; AGED; ALZHEIMER DISEASE; ARTICLE; AUTOMATION; CLINICAL ARTICLE; CONTROLLED STUDY; HISTOGRAM; HUMAN; NUCLEAR MAGNETIC RESONANCE IMAGING; SUPPORT VECTOR MACHINE; THREE DIMENSIONAL IMAGING; FEMALE; IMAGE PROCESSING; MALE; METHODOLOGY; MIDDLE AGED;

AGED; AGED, 80 AND OVER; ALZHEIMER DISEASE; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; SUPPORT VECTOR MACHINES;

EID: 84863217415     PISSN: 01485598     EISSN: 1573689X     Source Type: Journal    
DOI: 10.1007/s10916-011-9738-6     Document Type: Article

References (20)

1. Villain, N., Desgranges, B., Viader, F., De la Sayettte, V., Mezenge, F., Landeau, B., Baron, J.-C., Eustache, F., and Chetelat, G., Relationships between Hippocampal Atrophy, White Matter Disruption, and Grey Matter Hypometabolism in Alzheimer's disease. J Neurosci 28(24):6174-6181, 2008.
2. Qiu, A., Fennema-Notestine, C., Dale, A. M., and Miller, M. I., Regional shape abnormalities in mild cognitive impairment and Alzheimer's Disease. Neuroimage 45(3):656-661, 2009.
3. Ishii, K., Kawachi, T., Sasaki, H., Kono, A. K., Fukuda, T., Kojima, Y., and Mori, E., Voxel-based morphometric comparison between early- and late-onset mild Alzheimer' disease and assessment of diagnostic performance of Z score images. Am J Neuroradiol 26:333-340, 2005. (Pubitemid 43073309)
4. Toews, M., Wells, W. M., Collins, D. L., and Arbel, T., Featurebased morphometry: discovering group-related anatomical patterns. Neuroimage 49(3):2318-2327, 2010.
5. Harris, C., Stephens, M., A combined corner and edge detector. In: Proceedings of the 4th Alvey Vision Conference. pp. 147-151, 1988.
6. Rohr, K., On 3D differential operators for detecting point landmarks. Image Vis Comput 15(3):219-233, 1997. (Pubitemid 127428679)
7. Lowe, D. G., Distinctive image features from scale-invariant keypoints. Int J Comput Vis 60(2):91-110, 2004.
8. MacKay, D., Information theory, inference and learning algorithms. Cambridge University Press, 2003.
9. Duda, R. O., Hart, P. E., Stork, D. G., Pattern classification. John Wiley & Sons, 2001.
10. Theodoridis, S., Koutroumbas, K., Pattern recognition, 4th Edition. Academic Press, 2009.
11. Webb, A. R., Statistical pattern recognition, 2nd Edition. John Wiley & Sons, 2002.
12. Goldberg, D. E., Genetic algorithms in search, optimization, and machine learning. Addison-Wesley, 1989.
13. Burges, C. J. C., A tutorial on support vector machines for pattern recognition. Data Min Knowl Discov 2:121-167, 1998. (Pubitemid 128695475)
14. Vapnik, V. N., The nature of statistical learning theory. Springer, 1995.
15. Hsu, C.-W., and Lin, C.-J., A comparison of methods for multiclass support vector machines. IEEE Trans Neural Netw 13 (2):415-425, 2002. (Pubitemid 34475042)
16. Marcus, D., Wang, T., Parker, J., Csernansky, J., Morris, J., and Buckner, R., Open access series of imaging studies (oasis): Crosssectional MRI data in young, Middle aged, nondemented and demented older adults. J Cogn Neurosci 19:1498-1507, 2007. (Pubitemid 47358152)
17. Talairach, J., and Tournoux, P., Co-planar stereotaxic atlas of the human brain. Thieme, New York, 1988.
18. Buckner, R., Head, D., Parker, J., Fotenos, A., Marcus, D., Morris, J., and Snyder, A., A unified approach for morphometric and functional data analysis in young, old, and demented adults using automated Atlas-based head size normalization: reliability and validation against manual measurement of total intracranial volume. Neuroimage 23:724-738, 2004. (Pubitemid 39370623)
19. Evgeniou, T., Pontil, M., and Elisseeff, A., Leave one out error, stability, and generalization of voting combinations of classifiers. J Mach Learn 55(1):71-97, 2004.
20. http://www.csie.ntu.edu.tw/-cjlin/libsvm/.