Anal Models Vol 4

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Affiliation
1 Division of Medical and Biological Informatics, German Cancer Research Center, Im Neuenheimer Feld 280, D-69120 Heidelberg, Germany. t.heimann@dkfz.de
Tobias Heimann et al. Med Image Anal. 2009 Aug.
Affiliation
1 Division of Medical and Biological Informatics, German Cancer Research Center, Im Neuenheimer Feld 280, D-69120 Heidelberg, Germany. t.heimann@dkfz.de
Statistical shape models (SSMs) have by now been firmly established as a robust tool for segmentation of medical images. While 2D models have been in use since the early 1990 s, wide-spread utilization of three-dimensional models appeared only in recent years, primarily made possible by breakthroughs in automatic detection of shape correspondences. In this article, we review the techniques required to create and employ these 3D SSMs. While we concentrate on landmark-based shape representations and thoroughly examine the most popular variants of Active Shape and Active Appearance models, we also describe several alternative approaches to statistical shape modeling. Structured into the topics of shape representation, model construction, shape correspondence, local appearance models and search algorithms, we present an overview of the current state of the art in the field. We conclude with a survey of applications in the medical field and a discussion of future developments.
Sukno FM, Frangi AF. Sukno FM, et al. IEEE Trans Image Process. 2008 Dec;17(12):2442-55. doi: 10.1109/TIP.2008.2006604. IEEE Trans Image Process. 2008. PMID: 19004714
Li B, Acton ST. Li B, et al. IEEE Trans Image Process. 2008 Aug;17(8):1406-20. doi: 10.1109/TIP.2008.925375. IEEE Trans Image Process. 2008. PMID: 18632349
Huang X, Metaxas DN. Huang X, et al. IEEE Trans Pattern Anal Mach Intell. 2008 Aug;30(8):1444-59. doi: 10.1109/TPAMI.2007.70795. IEEE Trans Pattern Anal Mach Intell. 2008. PMID: 18566497
Lopes R, Betrouni N. Lopes R, et al. Med Image Anal. 2009 Aug;13(4):634-49. doi: 10.1016/j.media.2009.05.003. Epub 2009 May 27. Med Image Anal. 2009. PMID: 19535282 Review.
Lesage D, Angelini ED, Bloch I, Funka-Lea G. Lesage D, et al. Med Image Anal. 2009 Dec;13(6):819-45. doi: 10.1016/j.media.2009.07.011. Epub 2009 Aug 12. Med Image Anal. 2009. PMID: 19818675 Review.
Dayananda C, Choi JY, Lee B. Dayananda C, et al. Sensors (Basel). 2021 May 12;21(10):3363. doi: 10.3390/s21103363. Sensors (Basel). 2021. PMID: 34066042 Free PMC article.
Favre P, Maquer G, Henderson A, Hertig D, Ciric D, Bischoff JE. Favre P, et al. Ann Biomed Eng. 2021 May 10:1-14. doi: 10.1007/s10439-021-02787-y. Online ahead of print. Ann Biomed Eng. 2021. PMID: 33973129 Free PMC article.
Küstner T, Hepp T, Fischer M, Schwartz M, Fritsche A, Häring HU, Nikolaou K, Bamberg F, Yang B, Schick F, Gatidis S, Machann J. Küstner T, et al. Radiol Artif Intell. 2020 Oct 28;2(6):e200010. doi: 10.1148/ryai.2020200010. eCollection 2020 Nov. Radiol Artif Intell. 2020. PMID: 33937847 Free PMC article.
Ebert LC, Franckenberg S, Sieberth T, Schweitzer W, Thali M, Ford J, Decker S. Ebert LC, et al. Int J Legal Med. 2021 Apr 30. doi: 10.1007/s00414-021-02581-4. Online ahead of print. Int J Legal Med. 2021. PMID: 33931808 Review.
Hussain R, Lalande A, Girum KB, Guigou C, Bozorg Grayeli A. Hussain R, et al. Sci Rep. 2021 Feb 23;11(1):4406. doi: 10.1038/s41598-021-83955-x. Sci Rep. 2021. PMID: 33623074 Free PMC article.
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Anal Models Vol 4