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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 | ||
| تاریخ دریافت: 15 مرداد 1400، تاریخ بازنگری: 11 آبان 1400، تاریخ پذیرش: 27 آبان 1400 | ||
| 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 | ||
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[1] G.B. Azar, R.J. Snijders, C. Gosden and K.H. Nicolaides, Fetal nuchal cystic hygromata: associated malformations and chromosomal defects, Fetal Diagn. Ther. 6 (1991) 46–57. [2] F. Bernardino, R. Cardoso, N. Montenegro, J. Bernardes and J.M. de S´a, Semiautomated ultrasonographic measurement of fetal nuchal translucency using a computer software tool, Ultrasound Med. Biol. 24(1) (1998) 51-4. doi: 10.1016/s0301-5629(97)00235-4. PMID: 9483771. [3] C. Bilardo, M.A. M¨uller, E. Pajkrt, S.A. Clur, M.M. van Zalen and E.K. Bijlsma, Increased nuchal translucency thickness and normal karyotype: Time for parental reassurance, Ultrasound Obstet. Gynecol. 30(1) (2007) 11-–18. [4] R. Chaoui and K.H. Nicolaides, Detecting open spina bifida at the 11- 13-week scan by assessing intracranial translucency and the posterior brain region: mid-sagittal or axial plane?, Ultrasound Obstet. Gynecol. 38(6) (2011) 609-–612. [5] V. Chalana and Y. Kim, A methodology for evaluation of boundary detection algorithms on medical images, IEEE Trans. Med. Imag. 16(5) (1997) 642-–652. [6] Y. Deng, Y. Wang, P. Chen and J. Yu, A hierarchical model for automatic nuchal translucency detection, Comput. Biol. Medicine 42(6) (2012).[7] Y. Deng, Y. Wang and P. Chen, Estimating fetal nuchal translucency parameters from its ultrasound image, in: Proceedings of the International Conference on Bioinformatics and Biomedical Engineering, IEEE (2008) 2643-–2646. [8] L. Ding, P. Rangaraju and A. Poursaee, Application of generalized regression neural network method for corrosion modeling of steel embedded in soil, Soils Found. 59(2) (2019) 474–483. [9] FMF. Fetal Medicine Foundation nuchal translucency, www.fetalmedicine.org. [10] W. Lu, J. Tan and R. Floyd, Automated fetal head detection and measurement in ultrasound images by iterative randomized Hough transform, Ultrasound Med. Biol. 31(7) (2005) 929-–936. [11] J. Moratalla, K. Pintoffl, R. Minekawa, R. Lachmann, D. Wright and K.H. Nicolaides, Semi-automated system for measurement of nuchal translucency thickness Ultrasound Obstet. Gynecol. 36(4) (2010) 412—416. [12] K. Nicolaides, G. Azar, D. Byrne, C. Mansur, K. Marks, Fetal nuchal translucency: Ultrasound screening for chromosomal defects in first trimester of pregnancy, BMJ. 304 (1992) 867-–369. [13] K. Nicolaides, The 11-13 weeks scan, Fetal Med Foundation, (2004) 71–88. [14] K. Nicolaides, G. Azar, R.J. Snijders and C.M. Gosden, Fetal nuchal oedema: associated malformations and chromosomal defects, Fetal Diagn. Ther. 7 (1992) 123–131. [15] K. Nicolaides, G. Azar, D. Byrne, C. Mansur and K. Marks, Fetal nuchal translucency: ultrasound screening for chromosomal defects in first trimester of pregnancy, BMJ. 304 (1992) 867–869. [16] S. Nirmala and V. Palanisamy, Measurement of nuchal translucency thickness for detection of chromosomal abnormalities using first trimester ultrasound fetal images, Int. J. Comput. Sci. Inf. Secur. 6(3) (2009) 101-–106. [17] S. Nirmala and V. Palanisamy, Measurement of nuchal translucency thickness for detection of chromosomal abnormalities using first trimester ultrasound fetal images, Int. J. Comput. Sci. Inf. Secur. 6(3) (2009) 101—106. [18] P. Perona and J. Malik, Scale-space and edge detection using anisotropic diffusion, . IEEE Trans. Pattern Anal. Machine Intell. 12(7) (1990) 629–639. [19] FA. Saldanha, L. Brizot Mde, EA. Moraes, LM. Lopes and M. Zugaib, Increased fetal nuchal translucency thickness and normal karyotype: Prenatal and postnatal follow-up, Rev. Assoc. Med. Bras. 55 (2009) 575-–580. [20] G. Sciortino, D. Tegolo and C. Valenti, Morphological analysis combined with a machine learning approach to detect ultrasound median sagittal sections for the nuchal translucency measurement, Pattern Recognition: 9th Mexican Conf. (2017) 257-–267. [21] D.F. Specht, A general regression neural network, IEEE Trans. Neural Networks 2(6)(1991) 568–576. [22] J. Szabo and J. Gell´en, Nuchal fluid accumulation in trisomy-21 detected by vagino sonography in first trimester, Lancet. 336 (1990) 1133. [23] M. Vogel, G.K. Sharland, D.B. McElhinney, V. Zidere, J.M. Simpson, O.I. Miller and L.D. Allan Prevalence of increased nuchal translucency in fetuses with congenital cardiac disease and a normal karyotype, Cardiol Young. 19 (2009) 441—445. [24] Y.-B. Lee, M.-J. Kim and M.-H. Kim Robust border enhancement and detection for measurement of fetal nuchal translucency in ultrasound images, Med. Biol. Eng. Comput. 45(11) (2007) 1143–1152. | ||
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