Texture analysis of proximal femur radiographs for osteoporosis assessment

The osteoporosis assessment can be done by observing and analyzing the trabecular pattern in proximal femur. To reduce variability, a machine vision system based on texture analysis using Gabor filter is introduced. Multi-channel filtering implemented by Gabor function, or Gabor filter, is capable to mimics characteristics of the human visual system. In the assessment of osteoporosis, Gabor filter is used to calculate features from trabecular pattern recorded on radiographs of proximal femur. The extracted features represent the quality or structure of the bone, better quality represents better bone strength, lower quality leads to low bone strength and could be suspected as osteoporosis. Extracted features from trabecular pattern recorded in proximal femur radiographs by Gabor filter match with their predetermined Singh index.

[1]  John B. Selby,et al.  The Evaluation of Osteoporosis: Dual Energy X‐Ray Absorptiometry in Clinical Practice By Heinz W. Wahner, Ignac Fogelman, Martin Dunitz, Ltd, London, 1994 , 1994 .

[2]  William E. Higgins,et al.  Texture Segmentation using 2-D Gabor Elementary Functions , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[3]  Lee Rl Image processing of radiographs in the assessment of osteoporosis. , 2001 .

[4]  B. S. Manjunath,et al.  Texture Features for Browsing and Retrieval of Image Data , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[5]  J. Daugman Two-dimensional spectral analysis of cortical receptive field profiles , 1980, Vision Research.

[6]  Anil K. Jain,et al.  Unsupervised texture segmentation using Gabor filters , 1990, 1990 IEEE International Conference on Systems, Man, and Cybernetics Conference Proceedings.

[7]  Wilson S. Geisler,et al.  Multichannel Texture Analysis Using Localized Spatial Filters , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[8]  R. Huiskes,et al.  Mechanical and textural properties of pelvic trabecular bone. , 1993, Journal of biomechanics.

[9]  M. Singh,et al.  Changes in trabecular pattern of the upper end of the femur as an index of osteoporosis. , 1970, The Journal of bone and joint surgery. American volume.

[10]  Dennis F. Dunn,et al.  Optimal Gabor filters for texture segmentation , 1995, IEEE Trans. Image Process..

[11]  L. Avioli,et al.  The bone “quality” problem , 1992, Calcified Tissue International.

[12]  David A. Clausi,et al.  Designing Gabor filters for optimal texture separability , 2000, Pattern Recognit..