Chaudhari, Kalyani, Oza, Shruti. (1400). Ultrasound image based fully-automated nuchal translucency segmentation and thickness measurement. هنرهای کاربردی, 12(Special Issue), 1573-1583. doi: 10.22075/ijnaa.2021.5830
Kalyani Chaudhari; Shruti Oza. "Ultrasound image based fully-automated nuchal translucency segmentation and thickness measurement". هنرهای کاربردی, 12, Special Issue, 1400, 1573-1583. doi: 10.22075/ijnaa.2021.5830
Chaudhari, Kalyani, Oza, Shruti. (1400). 'Ultrasound image based fully-automated nuchal translucency segmentation and thickness measurement', هنرهای کاربردی, 12(Special Issue), pp. 1573-1583. doi: 10.22075/ijnaa.2021.5830
Chaudhari, Kalyani, Oza, Shruti. Ultrasound image based fully-automated nuchal translucency segmentation and thickness measurement. هنرهای کاربردی, 1400; 12(Special Issue): 1573-1583. doi: 10.22075/ijnaa.2021.5830

Ultrasound image based fully-automated nuchal translucency segmentation and thickness measurement

International Journal of Nonlinear Analysis and Applications
دوره 12، Special Issue، اسفند 2021، صفحه 1573-1583    اصل مقاله (726.34 K)
نوع مقاله: Research Paper
شناسه دیجیتال (DOI): 10.22075/ijnaa.2021.5830
نویسندگان
Kalyani Chaudhari* 1؛ Shruti Oza2
1Electronics Engineering, Bharati Vidyapeeth (Deemed to be University) College of Engineering, Pune,Maharashtra, India, 411043, 0000-0002-7556-9707
2Electronics Engineering, Bharati Vidyapeeth (Deemed to be University) College of Engineering, Pune, Maharashtra, India, 411043, 0000-0001-5527-4031
چکیده
The nuchal translucency (NT) detection and thickness measurement is a milestone in the prediction of the abnormalities in addition to chromosomal disorders in a fetus in ultrasound imagery. Nuchal translucency is an accumulation of fluids just at bottom of the foetal neck which is closely associated with chromosome abnormalities with cardiac arrest within the pregnancy period of the first trimester. At the hospital, the sonographers manually estimate the thickness of the mid-sagittal plane of nuchal translucency, which is a significant marker for prenatal screening. Such a conventional process done by a technician is quite time-consuming and requires a skilled technician. Within this methodology, an automatic NT detection method based on SIFT keypoint and GRNN is proposed in the mid-sagittal plane. This Non-invasive approach is crucial not just for the assessment of NT, as well as for the detection of extreme deformities and the identification of high-risk pregnancies. The proposed method is tested on a large image dataset which shows that the proposed technique has better accuracy than well-known state of the art methods. The proposed SIFT and GRNN based method have an error of 0.02 which is very less compared to the SVM, ANN, NB and KNN.
کلیدواژه‌ها
GRNN؛ Nuchal translucency؛ NT؛ SIFT
مراجع
آمار
تعداد مشاهده مقاله: 45,056
تعداد دریافت فایل اصل مقاله: 50,755
دانشگاه سمنان
پیوندهای مفید
آمار
تعداد نشریات22
تعداد شماره‌ها722
تعداد مقالات10,381
تعداد مشاهده مقاله72,829,719
تعداد دریافت فایل اصل مقاله64,523,887