Title :
Fracture detection and quantitative measure of displacement in pelvic CT images
Author :
Wu, Jie ; Tang, Yang ; Davuluri, Pavani ; Ward, Kevin R. ; Belle, Ashwin ; Hobson, Rosalyn S. ; Cockrell, Charles H. ; Najarian, Kayvan
Author_Institution :
Dept. of Comput. Sci., Virginia Commonwealth Univ., Richmond, VA, USA
Abstract :
Traumatic pelvic injury is a severe and common injury in the United States. The automatic detection of fractures in pelvic CT images is a significant contribution for assisting physicians in making faster and more accurate patient diagnostic decisions and treatment planning. However, due to the low resolution and quality of the original images, the complexity of pelvic structures, and the difference in visual characteristics of fracture by their location, it is difficult to detect and accurately locate the pelvic fractures and determine the severity of the injury. In this paper, an automatic hierarchical algorithm for detecting pelvic bone fractures in CT scans is proposed. The algorithm utilizes symmetric comparison, adaptive windowing, boundary tracing, wavelet transform. Also, the quantitative measure of fracture severity in pelvic CT scans is defined. The results are promising, demonstrating that the proposed method is capable of automatically detecting both major and minor fractures accurately, shows potential for clinical application. Statistical results also indicate the superiority of the proposed method.
Keywords :
biomechanics; bone; computerised tomography; fracture; image enhancement; injuries; medical image processing; wavelet transforms; adaptive windowing; automatic detection; boundary tracing; displacement measurement; fracture detection; fracture severity; patient diagnostic decision; pelvic CT images; pelvic bone fractures; symmetric comparison; traumatic pelvic injury; treatment planning; wavelet transform; Computed tomography; Educational institutions; Image edge detection; Image segmentation; Injuries; Pelvic bones;
Conference_Titel :
Bioinformatics and Biomedicine Workshops (BIBMW), 2011 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4577-1612-6
DOI :
10.1109/BIBMW.2011.6112437