Literature DB >> 27403233

DISJUNCTIVE NORMAL SHAPE MODELS.

Nisha Ramesh1, Fitsum Mesadi1, Mujdat Cetin2, Tolga Tasdizen3.   

Abstract

A novel implicit parametric shape model is proposed for segmentation and analysis of medical images. Functions representing the shape of an object can be approximated as a union of N polytopes. Each polytope is obtained by the intersection of M half-spaces. The shape function can be approximated as a disjunction of conjunctions, using the disjunctive normal form. The shape model is initialized using seed points defined by the user. We define a cost function based on the Chan-Vese energy functional. The model is differentiable, hence, gradient based optimization algorithms are used to find the model parameters.

Entities:  

Keywords:  Chan-Vese; disjunctive normal form; implicit; parametric; shape model

Year:  2015        PMID: 27403233      PMCID: PMC4939085          DOI: 10.1109/ISBI.2015.7164170

Source DB:  PubMed          Journal:  Proc IEEE Int Symp Biomed Imaging        ISSN: 1945-7928


  8 in total

1.  Fully automatic segmentation of brain tumor images using support vector machine classification in combination with hierarchical conditional random field regularization.

Authors:  Stefan Bauer; Lutz-P Nolte; Mauricio Reyes
Journal:  Med Image Comput Comput Assist Interv       Date:  2011

2.  Random walks for image segmentation.

Authors:  Leo Grady
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2006-11       Impact factor: 6.226

3.  The piecewise smooth Mumford-Shah functional on an arbitrary graph.

Authors:  Leo Grady; Christopher V Alvino
Journal:  IEEE Trans Image Process       Date:  2009-07-24       Impact factor: 10.856

4.  Tumor-Cut: segmentation of brain tumors on contrast enhanced MR images for radiosurgery applications.

Authors:  Andac Hamamci; Nadir Kucuk; Kutlay Karaman; Kayihan Engin; Gozde Unal
Journal:  IEEE Trans Med Imaging       Date:  2011-12-26       Impact factor: 10.048

5.  Image Segmentation with Cascaded Hierarchical Models and Logistic Disjunctive Normal Networks.

Authors:  Mojtaba Seyedhosseini; Mehdi Sajjadi; Tolga Tasdizen
Journal:  Proc IEEE Int Conf Comput Vis       Date:  2013-12

6.  Improving the stability of algebraic curves for applications.

Authors:  T Tasdizen; J P Tarel; D B Cooper
Journal:  IEEE Trans Image Process       Date:  2000       Impact factor: 10.856

7.  Decision forests for tissue-specific segmentation of high-grade gliomas in multi-channel MR.

Authors:  Darko Zikic; Ben Glocker; Ender Konukoglu; Antonio Criminisi; C Demiralp; J Shotton; O M Thomas; T Das; R Jena; S J Price
Journal:  Med Image Comput Comput Assist Interv       Date:  2012

Review 8.  The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS).

Authors:  Bjoern H Menze; Andras Jakab; Stefan Bauer; Jayashree Kalpathy-Cramer; Keyvan Farahani; Justin Kirby; Yuliya Burren; Nicole Porz; Johannes Slotboom; Roland Wiest; Levente Lanczi; Elizabeth Gerstner; Marc-André Weber; Tal Arbel; Brian B Avants; Nicholas Ayache; Patricia Buendia; D Louis Collins; Nicolas Cordier; Jason J Corso; Antonio Criminisi; Tilak Das; Hervé Delingette; Çağatay Demiralp; Christopher R Durst; Michel Dojat; Senan Doyle; Joana Festa; Florence Forbes; Ezequiel Geremia; Ben Glocker; Polina Golland; Xiaotao Guo; Andac Hamamci; Khan M Iftekharuddin; Raj Jena; Nigel M John; Ender Konukoglu; Danial Lashkari; José Antonió Mariz; Raphael Meier; Sérgio Pereira; Doina Precup; Stephen J Price; Tammy Riklin Raviv; Syed M S Reza; Michael Ryan; Duygu Sarikaya; Lawrence Schwartz; Hoo-Chang Shin; Jamie Shotton; Carlos A Silva; Nuno Sousa; Nagesh K Subbanna; Gabor Szekely; Thomas J Taylor; Owen M Thomas; Nicholas J Tustison; Gozde Unal; Flor Vasseur; Max Wintermark; Dong Hye Ye; Liang Zhao; Binsheng Zhao; Darko Zikic; Marcel Prastawa; Mauricio Reyes; Koen Van Leemput
Journal:  IEEE Trans Med Imaging       Date:  2014-12-04       Impact factor: 10.048

  8 in total
  3 in total

1.  DISJUNCTIVE NORMAL LEVEL SET: AN EFFICIENT PARAMETRIC IMPLICIT METHOD.

Authors:  Fitsum Mesadi; Mujdat Cetin; Tolga Tasdizen
Journal:  Proc Int Conf Image Proc       Date:  2016-08-19

2.  Disjunctive Normal Shape and Appearance Priors with Applications to Image Segmentation.

Authors:  Fitsum Mesadi; Mujdat Cetin; Tolga Tasdizen
Journal:  Med Image Comput Comput Assist Interv       Date:  2015-11-18

3.  Cell Detection Using Extremal Regions in a Semisupervised Learning Framework.

Authors:  Nisha Ramesh; Ting Liu; Tolga Tasdizen
Journal:  J Healthc Eng       Date:  2017-06-14       Impact factor: 2.682

  3 in total

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