Literature DB >> 19758864

Optical flow estimation for a periodic image sequence.

Ling Li1, Yongyi Yang.   

Abstract

We propose a temporal modeling approach for determining image motion from a sequence of images wherein the inherent motion is periodic over time. To exploit the periodic nature of the motion, we use a Fourier harmonic representation to model the temporal evolution of the motion field for the entire sequence. We then determine the motion field simultaneously for the different image frames by estimating the parameters of this representation model, where the model order in the Fourier representation serves as a regularization parameter on the temporal coherence of the motion field. This approach can take advantage of the statistics of all the available data in the image sequence. In our experiments, we tested the proposed approach on several motion types at different noise levels, including translational motion, convergent/divergent motion, and cardiac motion. Our results demonstrate that this approach could lead to more robust estimation of the motion field in the presence of strong imaging noise compared to a frame-by-frame estimation approach.

Entities:  

Mesh:

Year:  2010        PMID: 19758864      PMCID: PMC3773580          DOI: 10.1109/TIP.2009.2032341

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  9 in total

Review 1.  Contributions of nuclear cardiology to diagnosis and prognosis of patients with coronary artery disease.

Authors:  G A Beller; B L Zaret
Journal:  Circulation       Date:  2000-03-28       Impact factor: 29.690

2.  Image registration via level-set motion: applications to atlas-based segmentation.

Authors:  B C Vemuri; J Ye; Y Chen; C M Leonard
Journal:  Med Image Anal       Date:  2003-03       Impact factor: 8.545

3.  Probabilistic and sequential computation of optical flow using temporal coherence.

Authors:  T M Chin; W C Karl; A S Willsky
Journal:  IEEE Trans Image Process       Date:  1994       Impact factor: 10.856

4.  An investigation of smoothness constraints for the estimation of displacement vector fields from image sequences.

Authors:  H H Nagel; W Enkelmann
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  1986-05       Impact factor: 6.226

5.  Monocular depth perception from optical flow by space time signal processing.

Authors:  B F Buxton; H Buxton
Journal:  Proc R Soc Lond B Biol Sci       Date:  1983-04-22

6.  The interpretation of a moving retinal image.

Authors:  H C Longuet-Higgins; K Prazdny
Journal:  Proc R Soc Lond B Biol Sci       Date:  1980-07-17

7.  Tomographic reconstruction of dynamic cardiac image sequences.

Authors:  Erwan Gravier; Yongyi Yang; Mingwu Jin
Journal:  IEEE Trans Image Process       Date:  2007-04       Impact factor: 10.856

8.  An optical flow based method for improved reconstruction of 4D CT data sets acquired during free breathing.

Authors:  Jan Ehrhardt; René Werner; Dennis Säring; Thorsten Frenzel; Wei Lu; Daniel Low; Heinz Handels
Journal:  Med Phys       Date:  2007-02       Impact factor: 4.071

9.  A quantitative evaluation study of four-dimensional gated cardiac SPECT reconstruction.

Authors:  Mingwu Jin; Yongyi Yang; Xiaofeng Niu; Thibault Marin; Jovan G Brankov; Bing Feng; P Hendrik Pretorius; Michael A King; Miles N Wernick
Journal:  Phys Med Biol       Date:  2009-09-01       Impact factor: 3.609

  9 in total
  1 in total

1.  A quantitative study of motion estimation methods on 4D cardiac gated SPECT reconstruction.

Authors:  Wenyuan Qi; Yongyi Yang; Xiaofeng Niu; Michael A King
Journal:  Med Phys       Date:  2012-08       Impact factor: 4.071

  1 in total

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