English

Universality in the merging dynamics of parametric active contours: a study in MRI-based lung segmentation

Soft Condensed Matter 2015-06-24 v1 Statistical Mechanics Other Quantitative Biology

Abstract

Measurement of lung ventilation is one of the most reliable techniques of diagnosing pulmonary diseases. The time consuming and bias prone traditional methods using hyperpolarized H3{}^{3}He and 1{}^{1}H magnetic resonance imageries have recently been improved by an automated technique based on multiple active contour evolution. Mapping results from an equivalent thermodynamic model, here we analyse the fundamental dynamics orchestrating the active contour (AC) method. We show that the numerical method is inherently connected to the universal scaling behavior of a classical nucleation-like dynamics. The favorable comparison of the exponent values with the theoretical model render further credentials to our claim.

Keywords

Cite

@article{arxiv.cond-mat/0309336,
  title  = {Universality in the merging dynamics of parametric active contours: a study in MRI-based lung segmentation},
  author = {Amit K. Chattopadhyay and Nilanjan Ray and Scott T. Acton},
  journal= {arXiv preprint arXiv:cond-mat/0309336},
  year   = {2015}
}

Comments

4 pages, 4 figures