Browse > Article
http://dx.doi.org/10.9708/jksci.2013.18.8.027

Quantization of Lumbar Muscle using FCM Algorithm  

Kim, Kwang-Baek (Dept. of Computer Science, Silla University)
Abstract
In this paper, we propose a new quantization method using fuzzy C-means clustering(FCM) for lumbar ultrasound image recognition. Unlike usual histogram based quantization, our method first classifies regions into 10 clusters and sorts them by the central value of each cluster. Those clusters are represented with different colors. This method is efficient to handle lumbar ultrasound image since in this part of human body, the brightness values are distributed to doubly skewed histogram in general thus the usual histogram based quantization is not strong to extract different areas. Experiment conducted with 15 real lumbar images verified the efficacy of proposed method.
Keywords
Lumbar ultrasound image; Fuzzy C-means clustering; Quantization; Histogram;
Citations & Related Records
Times Cited By KSCI : 3  (Citation Analysis)
연도 인용수 순위
1 D. Q. Zhanga, S. C. Chen, "A novel kernelized fuzzy C-means algorithm with application in medical image segmentation," Artificial Intelligence in Medicine, Vol. 32, Issue 1, pp.37-50, 2004.   DOI   ScienceOn
2 K. B. Kim, "Extraction of Muscle Areas form Ultrasonographic Images using Thoracic Vertebra and Subcutaneous Fat Areas," Journal of Korea Institute of Intelligent Systems, Vol.17, No.5, pp.29-32, May., 2011.   과학기술학회마을   DOI   ScienceOn
3 S. L. Koppenhaver, J. J. Hebert, J. M. Fritz, E. C. Parent, D. S. Teyhen, J. S. Magel JS, "Reliability of rehabilitative ultrasound imaging of the transverses abdominis and lumbar multifidus muscles," Arch Phys Med Rehabil, pp.87-94, Vol.90, No.1 Jan., 2009.   DOI   ScienceOn
4 K. B. Kim, S. H. Shin, "Extraction of Lumbar Multifidus Muscle using Ultrasound Images," Journal of Korea Institute of Intelligent Systems, Vol.16, No.2, pp.55-59, Feb., 2011.
5 M. T. V. Holsbeeck, J. H. Introcaso, "'Musculoskeletal Ultrasound", 2nd edn, Philadelphia, Mosby Press, 2001
6 R. K. Chhem,, P. A. Kaplan, and R. G. Dussault ,"Ultrasonography of the musculoskeletal system," Radiol. Clin.. North Am.. Vol.32, pp.275-289, 1994.
7 F. M. R. Jesus, P. H. Ferreira, M. L. Ferreira, "'Ultrasonographic Measurement of Neck Muscle Recruitment: A Preliminary Investigation", Journal Manual & Manipulative Therapy, Vol.16, pp.89-92, 2009.
8 J. C. Bezdek, Pattern Recognition with Fuzzy Objective Function Algorithms, Springer, 1981.
9 K. B. Kim, "Extraction of Muscle Areas form Ultrasonographic Images using Subcutaneous Fat Areas and Thoracic Vertebra," Journal of The Korea Society of Computer and Information, Vol.17, No.5, pp.29-32, 2012.   과학기술학회마을   DOI   ScienceOn