Class LseGradientAnisotropic2


public class LseGradientAnisotropic2 extends LsePdeFilter2

This class implements the gradient anistropic curvature flow filter for 2D images using a finite-difference-based solver for the partial differential equation:

    du/dt = divergence(exp(-0.5*|grad(u)|^2/(k^2*average(|grad(u)|^2))*grad(u))

where u(x,y,t) is the evolved image at time t, du/dt is the time derivative of u, and grad(u) is the gradient of u with respect to the spatial variables. The value k is a used-selected parameter and may be thought of as a local curvature parameter. The notation divergence(Q) = Q0_x + Q1_y, the sum of first-order derivatives of the vector-valued function Q = (Q0,Q1).

Version:
0.1 November 7, 2006
Author:
David Eberly
  • Field Details

    • m_fK

      private float m_fK
      The local curvature parameter, call it k.
    • m_fParam

      private float m_fParam
      1/(k^2*average(|grad(u)|^2))
    • m_fMHalfParam

      private float m_fMHalfParam
      -0.5/(k^2*average(|grad(u)|^2))
  • Constructor Details

    • LseGradientAnisotropic2

      public LseGradientAnisotropic2(int iXBound, int iYBound, float fXSpacing, float fYSpacing, float[] afData, boolean[] abMask, float fBorderValue, int eScaleType, float fK)
      Creates a new LseCurvatureFlow2 object.
      Parameters:
      iXBound - The x-bound of the image.
      iYBound - The y-bound of the image.
      fXSpacing - The x-spacing of the image.
      fYSpacing - The y-spacing of the image.
      afData - The image elements, stored in lexicographical order.
      abMask - The image mask, stored in lexicographical order. A pixel value is processed by the PDE solver only when the mask value is false.
      fBorderValue - Specifies how to handle the image value. When set to Float.MAX_VALUE, Neumann conditions are in use, in which case zero-valued derivatives are assumed on the image border. Otherwise, Dirichlet conditions are used, in which case the image is assumed to be constant on the border with value specified by fBorderValue.
      eScaleType - The type of scaling to apply to the input image. The choices are NONE, UNIT, SYMMETRIC, or PRESERVE_ZERO.
      fK - The local curvature parameter in the exponential term of the PDE.
  • Method Details

    • computeParam

      protected void computeParam()
      Compute the average gradient magnitude squared for the current image u(x,y,t). The terms p = 1/(k*k*average(|grad(u)|^2) and -0.5*p are computed once and used in the per-pixel update in the PDE solver.
    • onPreUpdate

      protected void onPreUpdate()
      The function onPreUpdate was abstractly defined in the LsePdeFilter base class. It is called before any per-pixel updates. In this class, the parameters in the exponential term of the PDE are precomputed for use by the onUpdate() function.
      Overrides:
      onPreUpdate in class LsePdeFilter2
    • onUpdate

      protected void onUpdate(int iX, int iY)
      The per-pixel update function of the PDE solver.
      Specified by:
      onUpdate in class LsePdeFilter2
      Parameters:
      iX - The x-value of the pixel to be updated.
      iY - The y-value of the pixel to be updated.