Literature DB >> 29780198

SVA: Shape variation analyzer.

Priscille de Dumast1, Clement Mirabel1, Beatriz Paniagua2, Marilia Yatabe1, Antonio Ruellas1, Nina Tubau1, Martin Styner3, Lucia Cevidanes1, Juan C Prieto3.   

Abstract

Temporo-mandibular osteo arthritis (TMJ OA) is characterized by progressive cartilage degradation and subchondral bone remodeling. The causes of this pathology remain unclear. Current research efforts are concentrated in finding new biomarkers that will help us understand disease progression and ultimately improve the treatment of the disease. In this work, we present Shape Variation Analyzer (SVA), the goal is to develop a noninvasive technique to provide information about shape changes in TMJ OA. SVA uses neural networks to classify morphological variations of 3D models of the mandibular condyle. The shape features used for training include normal vectors, curvature and distances to average models of the condyles. The selected features are purely geometric and are shown to favor the classification task into 6 groups generated by consensus between two clinician experts. With this new approach, we were able to accurately classify 3D models of condyles. In this paper, we present the methods used and the results obtained with this new tool.

Entities:  

Keywords:  Temporo-mandibular osteo arthritis; artificial intelligence; classification; deep learning

Year:  2018        PMID: 29780198      PMCID: PMC5956518          DOI: 10.1117/12.2295631

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  6 in total

1.  Framework for the Statistical Shape Analysis of Brain Structures using SPHARM-PDM.

Authors:  Martin Styner; Ipek Oguz; Shun Xu; Christian Brechbühler; Dimitrios Pantazis; James J Levitt; Martha E Shenton; Guido Gerig
Journal:  Insight J       Date:  2006

2.  Group-wise cortical correspondence via sulcal curve-constrained entropy minimization.

Authors:  Ilwoo Lyu; Sun Hyung Kim; Joon-Kyung Seong; Sang Wook Yoo; Alan C Evans; Yundi Shi; Mar Sanchez; Marc Niethammer; Martin A Styner
Journal:  Inf Process Med Imaging       Date:  2013

3.  User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability.

Authors:  Paul A Yushkevich; Joseph Piven; Heather Cody Hazlett; Rachel Gimpel Smith; Sean Ho; James C Gee; Guido Gerig
Journal:  Neuroimage       Date:  2006-03-20       Impact factor: 6.556

Review 4.  Temporomandibular joint osteoarthritis: diagnosis and long-term conservative management: a topic review.

Authors:  Mythili Kalladka; Samuel Quek; Gary Heir; Eli Eliav; Muralidhar Mupparapu; Archana Viswanath
Journal:  J Indian Prosthodont Soc       Date:  2013-09-22

5.  Clinical application of SPHARM-PDM to quantify temporomandibular joint osteoarthritis.

Authors:  Beatriz Paniagua; Lucia Cevidanes; David Walker; Hongtu Zhu; Ruixin Guo; Martin Styner
Journal:  Comput Med Imaging Graph       Date:  2010-12-24       Impact factor: 4.790

6.  Quantification of condylar resorption in temporomandibular joint osteoarthritis.

Authors:  L H S Cevidanes; A-K Hajati; B Paniagua; P F Lim; D G Walker; G Palconet; A G Nackley; M Styner; J B Ludlow; H Zhu; C Phillips
Journal:  Oral Surg Oral Med Oral Pathol Oral Radiol Endod       Date:  2010-04-09
  6 in total
  3 in total

Review 1.  Clinical applications and performance of intelligent systems in dental and maxillofacial radiology: A review.

Authors:  Ravleen Nagi; Konidena Aravinda; N Rakesh; Rajesh Gupta; Ajay Pal; Amrit Kaur Mann
Journal:  Imaging Sci Dent       Date:  2020-06-18

2.  Linear and Volumetric Mandibular Asymmetries in Adult Patients With Different Skeletal Classes and Vertical Patterns: A Cone-Beam Computed Tomography Study.

Authors:  Luz Victoria Mendoza; Carlos Bellot-Arcís; José María Montiel-Company; Verónica García-Sanz; José Manuel Almerich-Silla; Vanessa Paredes-Gallardo
Journal:  Sci Rep       Date:  2018-08-17       Impact factor: 4.379

3.  Diagnosis of temporomandibular disorders using artificial intelligence technologies: A systematic review and meta-analysis.

Authors:  Nayansi Jha; Kwang-Sig Lee; Yoon-Ji Kim
Journal:  PLoS One       Date:  2022-08-18       Impact factor: 3.752

  3 in total

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