Some applications of nonlinear diffusion to processing of dynamic evolution images
- 1. Moscow Institute for Radioengineering, Electronics and Automation, Vernadsky Prosp., 78, 117454, Moscow (Russian Federation)
- 2. Institute of Physics and Technology, Prechistenka Str., 13/7, Moscow, 119034 (Russian Federation)
Description
Model nonlinear diffusion equation with the most simple Landau-Ginzburg free energy functional was applied to locate boundaries between meaningful regions of low-level images. The method is oriented to processing images of objects that are a result of dynamic evolution: images of different organs and tissues obtained by radiography and NMR methods, electron microscope images of morphogenesis fields, etc. In the methods developed by us, parameters of the nonlinear diffusion model are chosen on the basis of the preliminary treatment of the images. The parameters of the Landau-Ginzburg free energy functional are extracted from the structure factor of the images. Owing to such a choice of the model parameters, the image to be processed is located in the vicinity of the steady-state of the diffusion equation. The suggested method allows one to separate distinct structures having specific space characteristics from the whole image. The method was applied to processing X-ray images of the lung
Additional details
Identifiers
- DOI
- 10.1063/1.54232;
Publishing Information
- Journal Title
- AIP Conference Proceedings
- Journal Volume
- 411
- Journal Issue
- 1
- Journal Page Range
- p. 353-358
- ISSN
- 0094-243X
- CODEN
- APCPCS
Conference
- Title
- International conference on applied nonlinear dynamics and stochastic systems near the millenium
- Acronym
- ANDM97
- Dates
- 7-11 Jul 1997
- Place
- San Diego, CA (United States)
INIS
- Country of Publication
- United States
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 40047620
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE; S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- BIOMEDICAL RADIOGRAPHY; DIFFUSION EQUATIONS; FREE ENERGY; GINZBURG-LANDAU THEORY; IMAGE PROCESSING; IMAGES; LUNGS; MORPHOGENESIS; NMR IMAGING; NONLINEAR PROBLEMS; STRUCTURE FACTORS
- Descriptors DEC
- BODY; DIAGNOSTIC TECHNIQUES; DIFFERENTIAL EQUATIONS; DIMENSIONLESS NUMBERS; ENERGY; EQUATIONS; MEDICINE; NUCLEAR MEDICINE; ORGANS; PARTIAL DIFFERENTIAL EQUATIONS; PHYSICAL PROPERTIES; PROCESSING; RADIOLOGY; RESPIRATORY SYSTEM; THERMODYNAMIC PROPERTIES
Optional Information
- Notes
- (c) 1997 American Institute of Physics.