Literature DB >> 20879438

Heat kernel smoothing using Laplace-Beltrami eigenfunctions.

Seongho Seo1, Moo K Chung, Houri K Vorperian.   

Abstract

We present a novel surface smoothing framework using the Laplace-Beltrami eigenfunctions. The Green's function of an isotropic diffusion equation on a manifold is constructed as a linear combination of the Laplace-Beltraimi operator. The Green's function is then used in constructing heat kernel smoothing. Unlike many previous approaches, diffusion is analytically represented as a series expansion avoiding numerical instability and inaccuracy issues. This proposed framework is illustrated with mandible surfaces, and is compared to a widely used iterative kernel smoothing technique in computational anatomy. The MATLAB source code is freely available at http://brainimaging.waisman.wisc.edu/ chung/lb.

Entities:  

Mesh:

Year:  2010        PMID: 20879438      PMCID: PMC2972584          DOI: 10.1007/978-3-642-15711-0_63

Source DB:  PubMed          Journal:  Med Image Comput Comput Assist Interv


  8 in total

1.  Detection of fMRI activation using cortical surface mapping.

Authors:  A Andrade; F Kherif; J F Mangin; K J Worsley; A L Paradis; O Simon; S Dehaene; D Le Bihan; J B Poline
Journal:  Hum Brain Mapp       Date:  2001-02       Impact factor: 5.038

2.  Reliability of MRI-derived measurements of human cerebral cortical thickness: the effects of field strength, scanner upgrade and manufacturer.

Authors:  Xiao Han; Jorge Jovicich; David Salat; Andre van der Kouwe; Brian Quinn; Silvester Czanner; Evelina Busa; Jenni Pacheco; Marilyn Albert; Ronald Killiany; Paul Maguire; Diana Rosas; Nikos Makris; Anders Dale; Bradford Dickerson; Bruce Fischl
Journal:  Neuroimage       Date:  2006-05-02       Impact factor: 6.556

3.  Smoothing and cluster thresholding for cortical surface-based group analysis of fMRI data.

Authors:  Donald J Hagler; Ayse Pinar Saygin; Martin I Sereno
Journal:  Neuroimage       Date:  2006-10-02       Impact factor: 6.556

4.  Smooth functional and structural maps on the neocortex via orthonormal bases of the Laplace-Beltrami operator.

Authors:  Anqi Qiu; Dmitri Bitouk; Michael I Miller
Journal:  IEEE Trans Med Imaging       Date:  2006-10       Impact factor: 10.048

5.  A short- time beltrami kernel for smoothing images and manifolds.

Authors:  Alon Spira; Ron Kimmel; Nir Sochen
Journal:  IEEE Trans Image Process       Date:  2007-06       Impact factor: 10.856

6.  Weighted fourier series representation and its application to quantifying the amount of gray matter.

Authors:  Moo K Chung; Kim M Dalton; Li Shen; Alan C Evans; Richard J Davidson
Journal:  IEEE Trans Med Imaging       Date:  2007-04       Impact factor: 10.048

7.  Cortical thickness analysis in autism with heat kernel smoothing.

Authors:  Moo K Chung; Steven M Robbins; Kim M Dalton; Richard J Davidson; Andrew L Alexander; Alan C Evans
Journal:  Neuroimage       Date:  2005-05-01       Impact factor: 6.556

8.  A parameterization-based numerical method for isotropic and anisotropic diffusion smoothing on non-flat surfaces.

Authors:  Anand A Joshi; David W Shattuck; Paul M Thompson; Richard M Leahy
Journal:  IEEE Trans Image Process       Date:  2009-05-05       Impact factor: 10.856

  8 in total
  13 in total

1.  Individual subject classification for Alzheimer's disease based on incremental learning using a spatial frequency representation of cortical thickness data.

Authors:  Youngsang Cho; Joon-Kyung Seong; Yong Jeong; Sung Yong Shin
Journal:  Neuroimage       Date:  2011-10-08       Impact factor: 6.556

2.  Hot Spots Conjecture and Its Application to Modeling Tubular Structures.

Authors:  Moo K Chung; Seongho Seo; Nagesh Adluru; Houri K Vorperian
Journal:  Mach Learn Med Imaging       Date:  2011-09

3.  Manifold diffusion for exophytic kidney lesion detection on non-contrast CT images.

Authors:  Jianfei Liu; Shijun Wang; Jianhua Yao; Marius George Linguraru; Ronald M Summers
Journal:  Med Image Comput Comput Assist Interv       Date:  2013

4.  A Projection free method for Generalized Eigenvalue Problem with a nonsmooth Regularizer.

Authors:  Seong Jae Hwang; Maxwell D Collins; Sathya N Ravi; Vamsi K Ithapu; Nagesh Adluru; Sterling C Johnson; Vikas Singh
Journal:  Proc IEEE Int Conf Comput Vis       Date:  2015-12

5.  Computer-aided detection of exophytic renal lesions on non-contrast CT images.

Authors:  Jianfei Liu; Shijun Wang; Marius George Linguraru; Jianhua Yao; Ronald M Summers
Journal:  Med Image Anal       Date:  2014-08-15       Impact factor: 8.545

6.  Unified heat kernel regression for diffusion, kernel smoothing and wavelets on manifolds and its application to mandible growth modeling in CT images.

Authors:  Moo K Chung; Anqi Qiu; Seongho Seo; Houri K Vorperian
Journal:  Med Image Anal       Date:  2015-03-02       Impact factor: 8.545

7.  Fast Polynomial Approximation of Heat Kernel Convolution on Manifolds and Its Application to Brain Sulcal and Gyral Graph Pattern Analysis.

Authors:  Shih-Gu Huang; Ilwoo Lyu; Anqi Qiu; Moo K Chung
Journal:  IEEE Trans Med Imaging       Date:  2020-01-17       Impact factor: 10.048

8.  Studying ventricular abnormalities in mild cognitive impairment with hyperbolic Ricci flow and tensor-based morphometry.

Authors:  Jie Shi; Cynthia M Stonnington; Paul M Thompson; Kewei Chen; Boris Gutman; Cole Reschke; Leslie C Baxter; Eric M Reiman; Richard J Caselli; Yalin Wang
Journal:  Neuroimage       Date:  2014-10-05       Impact factor: 6.556

9.  Improved Statistical Power with a Sparse Shape Model in Detecting an Aging Effect in the Hippocampus and Amygdala.

Authors:  Moo K Chung; Seung-Goo Kim; Stacey M Schaefer; Carien M van Reekum; Lara Peschke-Schmitz; Matthew J Sutterer; Richard J Davidson
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2014-03-21

10.  Sparse Shape Representation using the Laplace-Beltrami Eigenfunctions and Its Application to Modeling Subcortical Structures.

Authors:  Seung-Goo Kim; Moo K Chung; Stacey M Schaefer; Carien van Reekum; Richard J Davidson
Journal:  Proc Workshop Math Methods Biomed Image Analysis       Date:  2012
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.