Title :
Computer-aided bone fracture identification based on ultrasound images
Author :
Nascimento, Luis ; Graca Ruano, M.
Author_Institution :
Fac. of Sci. & Technol., Univ. of Algarve, Faro, Portugal
Abstract :
Clinical diagnosis is increasingly being supported by complementary imaging methods, many of them based on ionizing radiation such as X-ray. Bone fractures are traditionally diagnosed through X-ray. On the other hand ultrasound imaging represents a cheap and fast alternative, particularly when stress fractures are considered. Framed by a computer-aided system a 3-stage procedure for automatic identification of bone fractures on ultrasound images is proposed. Combined methods of speckle reduction, bone line detection and fracture identification, tuned by well performed variables, enabled correct classification of bone fractures in 89% of the 44 analyzed images. Stress fractures were all correctly identified in comparison with the clinical records therefore proving the ultrasound imaging primacy against X-ray for this type of pathology and encouraging its broader application on other type of bones.
Keywords :
CAD; biomechanics; biomedical ultrasonics; bone; fracture; image classification; image denoising; image segmentation; injuries; medical image processing; speckle; stress analysis; 3-stage procedure; X-ray imaging; automatic identification; bone fracture classification; bone fractures; bone line detection; clinical diagnosis; complementary imaging method; computer-aided bone fracture identification; computer-aided system; ionizing radiation; pathology; speckle reduction; stress fractures; ultrasound imaging; Bones; Filtering algorithms; Image edge detection; Imaging; Noise; Stress; Ultrasonic imaging; Ultrasound images; bone fracture identification; bone identification; computer-aided diagnosis; image segmentation;
Conference_Titel :
Bioengineering (ENBENG), 2015 IEEE 4th Portuguese Meeting on
Conference_Location :
Porto
DOI :
10.1109/ENBENG.2015.7088892