TY - JOUR
T1 - Accuracy on bovine bone fracture detection of two dimensional b-mode ultrasound images using polynomial - intensity gradient
AU - Rokhana, Rika
AU - Yuniarno, Eko Mulyanto
AU - Purnama, I. Ketut Eddy
AU - Yoshimoto, Kayo
AU - Takahashi, Hideya
AU - Purnomo, Mauridhi Hery
N1 - Publisher Copyright:
© International Association of Engineers.
PY - 2019/5/1
Y1 - 2019/5/1
N2 - The detection of bone fracture uses X-rays or CT-scans device typically. These instruments have a negative effect of radiation and need high security for both patients and medical technicians. In this paper, we proposed a framework using the high-order polynomial approach and intensity gradient of two - dimensional B - mode ultrasound images for bone fracture detection. According to the ultrasound probe position, bone scanning process produce curved and flat contour surface. The local phase symmetry and morphology operation is used to extract the bone surface feature from the speckles and other noise. Then, a high order polynomial equation is used to obtain the center mass in the bone area. Two methods, Polynomial Tangent Perpendicular Line (PTPL) and Axis Perpendicular Line method are applied to determine the intensity gradient between adjacent columns based on the center of the mass bone area. These methods are tested to the bovine bone with no - fracture bone, and bone with transverse, oblique and comminuted fractures. Both PTPL and APL methods had 100% accuracy in the detection of fracture occurrence. For estimation width of fracture, the PTPL was more accurate than APL method. In the curved contour bone surface, the PTPL method has 1.14% error with the mean absolute error (MAE) of 0.016 mm. While the APL method has 2.63% error with the MAE of 0.04 mm. Meanwhile, in the flat contour bone surface, the PTPL method has 2.41% error with the MAE of 0.03 mm while the APL method has 3.21% error with the MAE of 0.04 mm.
AB - The detection of bone fracture uses X-rays or CT-scans device typically. These instruments have a negative effect of radiation and need high security for both patients and medical technicians. In this paper, we proposed a framework using the high-order polynomial approach and intensity gradient of two - dimensional B - mode ultrasound images for bone fracture detection. According to the ultrasound probe position, bone scanning process produce curved and flat contour surface. The local phase symmetry and morphology operation is used to extract the bone surface feature from the speckles and other noise. Then, a high order polynomial equation is used to obtain the center mass in the bone area. Two methods, Polynomial Tangent Perpendicular Line (PTPL) and Axis Perpendicular Line method are applied to determine the intensity gradient between adjacent columns based on the center of the mass bone area. These methods are tested to the bovine bone with no - fracture bone, and bone with transverse, oblique and comminuted fractures. Both PTPL and APL methods had 100% accuracy in the detection of fracture occurrence. For estimation width of fracture, the PTPL was more accurate than APL method. In the curved contour bone surface, the PTPL method has 1.14% error with the mean absolute error (MAE) of 0.016 mm. While the APL method has 2.63% error with the MAE of 0.04 mm. Meanwhile, in the flat contour bone surface, the PTPL method has 2.41% error with the MAE of 0.03 mm while the APL method has 3.21% error with the MAE of 0.04 mm.
KW - B - mode ultrasound image
KW - Bone fracture detection
KW - Intensity gradient
KW - Polynomial center of mass line
UR - http://www.scopus.com/inward/record.url?scp=85066246315&partnerID=8YFLogxK
M3 - Article
AN - SCOPUS:85066246315
SN - 1819-656X
VL - 46
SP - 217
EP - 227
JO - IAENG International Journal of Computer Science
JF - IAENG International Journal of Computer Science
IS - 2
ER -