Title :
Automated measurement of bone-mineral-density (BMD) values of vertebral bones based on X-ray torso CT images
Author :
Zhou, X. ; Hayashi, T. ; Chen, H. ; Hara, T. ; Yokoyama, R. ; Kanematsu, M. ; Hoshi, H. ; Fujita, H.
Author_Institution :
Dept. of Intell. Image Inf., Gifu Univ., Gifu, Japan
Abstract :
Bone is one of the most important anatomical structures in humans and osteoporosis is one of the major public health concerns in the world. Osteoporosis is a main target disease of bone, which can be detected by medical image techniques. The purpose of this study is to develop a fully automated computer scheme to measure bone-mineral-density (BMD) values for vertebral trabecular bones. This scheme will aid osteoporosis diagnosis performed using computer tomography (CT) images. This scheme includes the following processing steps: segmentation of the bone region, recognition of the skeletal structures and measurement of the BMD value in vertebral trabecular bone of each vertebral body. The proposed scheme was applied to 20 X-ray torso CT cases to measure the BMD values for vertebral trabecular bones. The experimental results show that the mean and standard deviation of the difference between the BMD values measured by using the proposed method and those measured using a manual segmentation method were 6.93 mg/cm3 and 6.82 mg/cm3 respectively. The accuracy of the proposed scheme satisfied the requirement for a computer-aided system used in osteoporosis diagnosis.
Keywords :
biomedical measurement; bone; computerised tomography; diagnostic radiography; diseases; image recognition; image segmentation; medical image processing; orthopaedics; X-ray torso CT images; anatomical structures; automated measurement; bone region segmentation; bone-mineral-density measurement; computer tomography; medical image techniques; osteoporosis diagnosis; skeletal structure recognition; vertebral trabecular bones; Algorithms; Automatic Data Processing; Bone Density; Bone and Bones; Diagnostic Imaging; Humans; Image Processing, Computer-Assisted; Imaging, Three-Dimensional; Osteoporosis; Phantoms, Imaging; Radiographic Image Interpretation, Computer-Assisted; Reproducibility of Results; Spine; Tomography, X-Ray Computed; X-Rays;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5334143