📄 wmlintpthinplatespline2.cpp
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// Magic Software, Inc.
// http://www.magic-software.com
// http://www.wild-magic.com
// Copyright (c) 2003. All Rights Reserved
//
// The Wild Magic Library (WML) source code is supplied under the terms of
// the license agreement http://www.magic-software.com/License/WildMagic.pdf
// and may not be copied or disclosed except in accordance with the terms of
// that agreement.
#include "WmlIntpThinPlateSpline2.h"
#include "WmlLinearSystem.h"
using namespace Wml;
//----------------------------------------------------------------------------
template <class Real>
IntpThinPlateSpline2<Real>::IntpThinPlateSpline2 (int iQuantity, Real* afX,
Real* afY, Real* afF, Real fSmooth)
{
assert( iQuantity >= 3 && afX && afY && afF && fSmooth >= (Real)0.0 );
m_bInitialized = false;
m_iQuantity = iQuantity;
m_afX = new Real[m_iQuantity];
m_afY = new Real[m_iQuantity];
m_afA = new Real[m_iQuantity];
int i, iRow, iCol;
// map input (x,y) to unit square
m_fXMin = afX[0];
m_fXMax = m_fXMin;
for (i = 1; i < m_iQuantity; i++)
{
if ( afX[i] < m_fXMin )
m_fXMin = afX[i];
if ( afX[i] > m_fXMax )
m_fXMax = afX[i];
}
assert( m_fXMax > m_fXMin );
m_fXInvRange = ((Real)1.0)/(m_fXMax - m_fXMin);
for (i = 0; i < m_iQuantity; i++)
m_afX[i] = (afX[i] - m_fXMin)*m_fXInvRange;
m_fYMin = afY[0];
m_fYMax = m_fYMin;
for (i = 1; i < m_iQuantity; i++)
{
if ( afY[i] < m_fYMin )
m_fYMin = afY[i];
if ( afY[i] > m_fYMax )
m_fYMax = afY[i];
}
assert( m_fYMax > m_fYMin );
m_fYInvRange = ((Real)1.0)/(m_fYMax - m_fYMin);
for (i = 0; i < m_iQuantity; i++)
m_afY[i] = (afY[i] - m_fYMin)*m_fYInvRange;
// compute matrix A = E+smooth*I [NxN matrix]
GMatrix<Real> kA(m_iQuantity,m_iQuantity);
for (iRow = 0; iRow < m_iQuantity; iRow++)
{
for (iCol = 0; iCol < m_iQuantity; iCol++)
{
if ( iRow == iCol )
{
kA[iRow][iCol] = fSmooth;
}
else
{
Real fDx = m_afX[iRow] - m_afX[iCol];
Real fDy = m_afY[iRow] - m_afY[iCol];
Real fT = Math<Real>::Sqrt(fDx*fDx+fDy*fDy);
kA[iRow][iCol] = Kernel(fT);
}
}
}
// compute matrix B [Nx3 matrix]
GMatrix<Real> kB(m_iQuantity,3);
for (iRow = 0; iRow < m_iQuantity; iRow++)
{
kB[iRow][0] = (Real)1.0;
kB[iRow][1] = m_afX[iRow];
kB[iRow][2] = m_afY[iRow];
}
// compute A^{-1}
GMatrix<Real> kInvA(m_iQuantity,m_iQuantity);
if ( !LinearSystem<Real>::Inverse(kA,kInvA) )
return;
// compute P = B^t A^{-1} [3xN matrix]
GMatrix<Real> kP = kB.TransposeTimes(kInvA);
// compute Q = P B = B^t A^{-1} B [3x3 matrix]
GMatrix<Real> kQ = kP*kB;
// compute Q^{-1}
GMatrix<Real> kInvQ(3,3);
if ( !LinearSystem<Real>::Inverse(kQ,kInvQ) )
return;
// compute P*z
Real afProd[3];
for (iRow = 0; iRow < 3; iRow++)
{
afProd[iRow] = (Real)0.0;
for (i = 0; i < m_iQuantity; i++)
afProd[iRow] += kP[iRow][i]*afF[i];
}
// compute 'b' vector for smooth thin plate spline
for (iRow = 0; iRow < 3; iRow++)
{
m_afB[iRow] = (Real)0.0;
for (i = 0; i < 3; i++)
m_afB[iRow] += kInvQ[iRow][i]*afProd[i];
}
// compute z-B*b
Real* afTmp = new Real[m_iQuantity];
for (iRow = 0; iRow < m_iQuantity; iRow++)
{
afTmp[iRow] = afF[iRow];
for (i = 0; i < 3; i++)
afTmp[iRow] -= kB[iRow][i]*m_afB[i];
}
// compute 'a' vector for smooth thin plate spline
for (iRow = 0; iRow < m_iQuantity; iRow++)
{
m_afA[iRow] = (Real)0.0;
for (i = 0; i < m_iQuantity; i++)
m_afA[iRow] += kInvA[iRow][i]*afTmp[i];
}
delete[] afTmp;
m_bInitialized = true;
}
//----------------------------------------------------------------------------
template <class Real>
IntpThinPlateSpline2<Real>::~IntpThinPlateSpline2 ()
{
delete[] m_afX;
delete[] m_afY;
delete[] m_afA;
}
//----------------------------------------------------------------------------
template <class Real>
bool IntpThinPlateSpline2<Real>::IsInitialized () const
{
return m_bInitialized;
}
//----------------------------------------------------------------------------
template <class Real>
Real IntpThinPlateSpline2<Real>::operator() (Real fX, Real fY)
{
// map (x,y) to the unit square
fX = (fX - m_fXMin)*m_fXInvRange;
fY = (fY - m_fYMin)*m_fYInvRange;
Real fResult = m_afB[0] + m_afB[1]*fX + m_afB[2]*fY;
for (int i = 0; i < m_iQuantity; i++)
{
Real fDx = fX - m_afX[i];
Real fDy = fY - m_afY[i];
Real fT = Math<Real>::Sqrt(fDx*fDx+fDy*fDy);
fResult += m_afA[i]*Kernel(fT);
}
return fResult;
}
//----------------------------------------------------------------------------
template <class Real>
Real IntpThinPlateSpline2<Real>::Kernel (Real fT)
{
if ( fT > (Real)0.0 )
{
Real fT2 = fT*fT;
return fT2*Math<Real>::Log(fT2);
}
else
{
return (Real)0.0;
}
}
//----------------------------------------------------------------------------
//----------------------------------------------------------------------------
// explicit instantiation
//----------------------------------------------------------------------------
namespace Wml
{
template class WML_ITEM IntpThinPlateSpline2<float>;
template class WML_ITEM IntpThinPlateSpline2<double>;
}
//----------------------------------------------------------------------------
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