void mitk::LiveWireTool2D::FindHighestGradientMagnitudeByITK(itk::Image<TPixel, VImageDimension> *inputImage,
                                                             itk::Index<3> &index,
                                                             itk::Index<3> &returnIndex)
{
  typedef itk::Image<TPixel, VImageDimension> InputImageType;
  typedef typename InputImageType::IndexType IndexType;

  unsigned long xMAX = inputImage->GetLargestPossibleRegion().GetSize()[0];
  unsigned long yMAX = inputImage->GetLargestPossibleRegion().GetSize()[1];

  returnIndex[0] = index[0];
  returnIndex[1] = index[1];
  returnIndex[2] = 0.0;

  double gradientMagnitude = 0.0;
  double maxGradientMagnitude = 0.0;

  /*
    the size and thus the region of 7x7 is only used to calculate the gradient magnitude in that region
    not for searching the maximum value
    */

  // maximum value in each direction for size
  typename InputImageType::SizeType size;
  size[0] = 7;
  size[1] = 7;

  // minimum value in each direction for startRegion
  IndexType startRegion;
  startRegion[0] = index[0] - 3;
  startRegion[1] = index[1] - 3;
  if (startRegion[0] < 0)
    startRegion[0] = 0;
  if (startRegion[1] < 0)
    startRegion[1] = 0;
  if (xMAX - index[0] < 7)
    startRegion[0] = xMAX - 7;
  if (yMAX - index[1] < 7)
    startRegion[1] = yMAX - 7;

  index[0] = startRegion[0] + 3;
  index[1] = startRegion[1] + 3;

  typename InputImageType::RegionType region;
  region.SetSize(size);
  region.SetIndex(startRegion);

  typedef typename itk::GradientMagnitudeImageFilter<InputImageType, InputImageType> GradientMagnitudeFilterType;
  typename GradientMagnitudeFilterType::Pointer gradientFilter = GradientMagnitudeFilterType::New();
  gradientFilter->SetInput(inputImage);
  gradientFilter->GetOutput()->SetRequestedRegion(region);

  gradientFilter->Update();
  typename InputImageType::Pointer gradientMagnImage;
  gradientMagnImage = gradientFilter->GetOutput();

  IndexType currentIndex;
  currentIndex[0] = 0;
  currentIndex[1] = 0;

  // search max (approximate) gradient magnitude
  for (int x = -1; x <= 1; ++x)
  {
    currentIndex[0] = index[0] + x;

    for (int y = -1; y <= 1; ++y)
    {
      currentIndex[1] = index[1] + y;

      gradientMagnitude = gradientMagnImage->GetPixel(currentIndex);

      // check for new max
      if (maxGradientMagnitude < gradientMagnitude)
      {
        maxGradientMagnitude = gradientMagnitude;
        returnIndex[0] = currentIndex[0];
        returnIndex[1] = currentIndex[1];
        returnIndex[2] = 0.0;
      } // end if
    }   // end for y

    currentIndex[1] = index[1];
  } // end for x
}
void AddArtifactsToDwiImageFilter< TPixelType >::UpdateOutputInformation()
{
    // Calls to superclass updateoutputinformation
    Superclass::UpdateOutputInformation();

    typename InputImageType::Pointer inputImage  = static_cast< InputImageType* >( this->ProcessObject::GetInput(0) );
    itk::ImageRegion<3> inputRegion = inputImage->GetLargestPossibleRegion();

    typename itk::ImageDuplicator<InputImageType>::Pointer duplicator = itk::ImageDuplicator<InputImageType>::New();
    duplicator->SetInputImage( inputImage );
    duplicator->Update();
    typename InputImageType::Pointer outputImage = duplicator->GetOutput();

    if ( m_Parameters.m_SignalGen.m_CroppingFactor<1.0)
    {
        ImageRegion<3> croppedRegion = inputRegion; croppedRegion.SetSize(1, croppedRegion.GetSize(1)* m_Parameters.m_SignalGen.m_CroppingFactor);
        itk::Point<double,3> shiftedOrigin = inputImage->GetOrigin(); shiftedOrigin[1] += (inputRegion.GetSize(1)-croppedRegion.GetSize(1))*inputImage->GetSpacing()[1]/2;

        outputImage = InputImageType::New();
        outputImage->SetSpacing( inputImage->GetSpacing() );
        outputImage->SetOrigin( shiftedOrigin );
        outputImage->SetDirection( inputImage->GetDirection() );
        outputImage->SetLargestPossibleRegion( croppedRegion );
        outputImage->SetBufferedRegion( croppedRegion );
        outputImage->SetRequestedRegion( croppedRegion );
        outputImage->SetVectorLength( inputImage->GetVectorLength() );
        outputImage->Allocate();
        typename InputImageType::PixelType temp;
        temp.SetSize(inputImage->GetVectorLength());
        temp.Fill(0.0);
        outputImage->FillBuffer(temp);
    }

    this->GetOutput()->SetOrigin( outputImage->GetOrigin() );
    this->GetOutput()->SetLargestPossibleRegion( outputImage->GetLargestPossibleRegion() );
    this->GetOutput()->SetBufferedRegion( outputImage->GetLargestPossibleRegion() );
    this->GetOutput()->SetRequestedRegion( outputImage->GetLargestPossibleRegion() );
}
void AddArtifactsToDwiImageFilter< TPixelType >
::GenerateData()
{
    if (m_UseConstantRandSeed)  // always generate the same random numbers?
        m_RandGen->SetSeed(0);
    else
        m_RandGen->SetSeed();

    m_StartTime = clock();
    m_StatusText = "Starting simulation\n";

    typename InputImageType::Pointer inputImage  = static_cast< InputImageType* >( this->ProcessObject::GetInput(0) );
    itk::ImageRegion<3> inputRegion = inputImage->GetLargestPossibleRegion();

    typename itk::ImageDuplicator<InputImageType>::Pointer duplicator = itk::ImageDuplicator<InputImageType>::New();
    duplicator->SetInputImage( inputImage );
    duplicator->Update();
    typename InputImageType::Pointer outputImage = duplicator->GetOutput();

    // is input slize size even?
    int xMax=inputRegion.GetSize(0); int yMax=inputRegion.GetSize(1);
    if ( xMax%2 == 1 )
        xMax += 1;
    if ( yMax%2 == 1 )
        yMax += 1;

    // create slice object
    typename SliceType::Pointer slice = SliceType::New();
    ImageRegion<2> sliceRegion;
    sliceRegion.SetSize(0, xMax);
    sliceRegion.SetSize(1, yMax);
    slice->SetLargestPossibleRegion( sliceRegion );
    slice->SetBufferedRegion( sliceRegion );
    slice->SetRequestedRegion( sliceRegion );
    slice->Allocate();
    slice->FillBuffer(0.0);

    ImageRegion<2> upsampledSliceRegion;
    if ( m_Parameters.m_SignalGen.m_DoAddGibbsRinging)
    {
        upsampledSliceRegion.SetSize(0, xMax*2);
        upsampledSliceRegion.SetSize(1, yMax*2);
    }

    m_Parameters.m_SignalGen.m_SignalScale = 1;
    m_Parameters.m_SignalGen.m_DoSimulateRelaxation = false;

    if ( m_Parameters.m_SignalGen.m_Spikes>0 ||  m_Parameters.m_SignalGen.m_FrequencyMap.IsNotNull() ||  m_Parameters.m_SignalGen.m_KspaceLineOffset>0.0 ||  m_Parameters.m_SignalGen.m_DoAddGibbsRinging ||  m_Parameters.m_SignalGen.m_EddyStrength>0 ||  m_Parameters.m_SignalGen.m_CroppingFactor<1.0)
    {
        ImageRegion<3> croppedRegion = inputRegion; croppedRegion.SetSize(1, croppedRegion.GetSize(1)* m_Parameters.m_SignalGen.m_CroppingFactor);
        itk::Point<double,3> shiftedOrigin = inputImage->GetOrigin(); shiftedOrigin[1] += (inputRegion.GetSize(1)-croppedRegion.GetSize(1))*inputImage->GetSpacing()[1]/2;

        outputImage = InputImageType::New();
        outputImage->SetSpacing( inputImage->GetSpacing() );
        outputImage->SetOrigin( shiftedOrigin );
        outputImage->SetDirection( inputImage->GetDirection() );
        outputImage->SetLargestPossibleRegion( croppedRegion );
        outputImage->SetBufferedRegion( croppedRegion );
        outputImage->SetRequestedRegion( croppedRegion );
        outputImage->SetVectorLength( inputImage->GetVectorLength() );
        outputImage->Allocate();
        typename InputImageType::PixelType temp;
        temp.SetSize(inputImage->GetVectorLength());
        temp.Fill(0.0);
        outputImage->FillBuffer(temp);

        int tempY=croppedRegion.GetSize(1);
        tempY += tempY%2;
        croppedRegion.SetSize(1, tempY);

        m_StatusText += this->GetTime()+" > Adjusting complex signal\n";
        if ( m_Parameters.m_SignalGen.m_FrequencyMap.IsNotNull())
            m_StatusText += "Simulating distortions\n";
        if ( m_Parameters.m_SignalGen.m_DoAddGibbsRinging)
            m_StatusText += "Simulating ringing artifacts\n";
        if ( m_Parameters.m_SignalGen.m_EddyStrength>0)
            m_StatusText += "Simulating eddy currents\n";
        if ( m_Parameters.m_SignalGen.m_Spikes>0)
            m_StatusText += "Simulating spikes\n";
        if ( m_Parameters.m_SignalGen.m_CroppingFactor<1.0)
            m_StatusText += "Simulating aliasing artifacts\n";
        if ( m_Parameters.m_SignalGen.m_KspaceLineOffset>0)
            m_StatusText += "Simulating ghosts\n";

        std::vector< unsigned int > spikeVolume;
        for (unsigned int i=0; i< m_Parameters.m_SignalGen.m_Spikes; i++)
            spikeVolume.push_back(m_RandGen->GetIntegerVariate()%inputImage->GetVectorLength());
        std::sort (spikeVolume.begin(), spikeVolume.end());
        std::reverse (spikeVolume.begin(), spikeVolume.end());
        FiberfoxParameters<double> doubleParam =  m_Parameters.CopyParameters<double>();

        m_StatusText += "0%   10   20   30   40   50   60   70   80   90   100%\n";
        m_StatusText += "|----|----|----|----|----|----|----|----|----|----|\n*";
        unsigned long lastTick = 0;
        boost::progress_display disp(inputImage->GetVectorLength()*inputRegion.GetSize(2));
        for (unsigned int g=0; g<inputImage->GetVectorLength(); g++)
        {
            std::vector< unsigned int > spikeSlice;
            while (!spikeVolume.empty() && spikeVolume.back()==g)
            {
                spikeSlice.push_back(m_RandGen->GetIntegerVariate()%inputImage->GetLargestPossibleRegion().GetSize(2));
                spikeVolume.pop_back();
            }
            std::sort (spikeSlice.begin(), spikeSlice.end());
            std::reverse (spikeSlice.begin(), spikeSlice.end());

            for (unsigned int z=0; z<inputRegion.GetSize(2); z++)
            {
                if (this->GetAbortGenerateData())
                {
                    m_StatusText += "\n"+this->GetTime()+" > Simulation aborted\n";
                    return;
                }

                std::vector< SliceType::Pointer > compartmentSlices;
                // extract slice from channel g
                for (unsigned int y=0; y<inputRegion.GetSize(1); y++)
                    for (unsigned int x=0; x<inputRegion.GetSize(0); x++)
                    {
                        typename SliceType::IndexType index2D;
                        index2D[0]=x; index2D[1]=y;
                        typename InputImageType::IndexType index3D;
                        index3D[0]=x; index3D[1]=y; index3D[2]=z;

                        SliceType::PixelType pix2D = (SliceType::PixelType)inputImage->GetPixel(index3D)[g];
                        slice->SetPixel(index2D, pix2D);
                    }

                if ( m_Parameters.m_SignalGen.m_DoAddGibbsRinging)
                {
                    itk::ResampleImageFilter<SliceType, SliceType>::Pointer resampler = itk::ResampleImageFilter<SliceType, SliceType>::New();
                    resampler->SetInput(slice);
                    resampler->SetOutputParametersFromImage(slice);
                    resampler->SetSize(upsampledSliceRegion.GetSize());
                    resampler->SetOutputSpacing(slice->GetSpacing()/2);
                    itk::NearestNeighborInterpolateImageFunction<SliceType, double>::Pointer nn_interpolator
                            = itk::NearestNeighborInterpolateImageFunction<SliceType, double>::New();
                    resampler->SetInterpolator(nn_interpolator);
                    resampler->Update();
                    typename SliceType::Pointer upslice = resampler->GetOutput();
                    compartmentSlices.push_back(upslice);
                }
                else
                    compartmentSlices.push_back(slice);

                // fourier transform slice
                typename ComplexSliceType::Pointer fSlice;

                itk::Size<2> outSize; outSize.SetElement(0, xMax); outSize.SetElement(1, croppedRegion.GetSize()[1]);
                typename itk::KspaceImageFilter< SliceType::PixelType >::Pointer idft = itk::KspaceImageFilter< SliceType::PixelType >::New();
                idft->SetUseConstantRandSeed(m_UseConstantRandSeed);
                idft->SetParameters(&doubleParam);
                idft->SetCompartmentImages(compartmentSlices);
                idft->SetDiffusionGradientDirection( m_Parameters.m_SignalGen.GetGradientDirection(g));
                idft->SetZ((double)z-(double)inputRegion.GetSize(2)/2.0);
                int numSpikes = 0;
                while (!spikeSlice.empty() && spikeSlice.back()==z)
                {
                    numSpikes++;
                    spikeSlice.pop_back();
                }
                idft->SetSpikesPerSlice(numSpikes);
                idft->Update();
                fSlice = idft->GetOutput();

                // inverse fourier transform slice
                typename ComplexSliceType::Pointer newSlice;
                typename itk::DftImageFilter< SliceType::PixelType >::Pointer dft = itk::DftImageFilter< SliceType::PixelType >::New();
                dft->SetInput(fSlice);
                dft->Update();
                newSlice = dft->GetOutput();

                // put slice back into channel g
                for (unsigned int y=0; y<outputImage->GetLargestPossibleRegion().GetSize(1); y++)
                    for (unsigned int x=0; x<outputImage->GetLargestPossibleRegion().GetSize(0); x++)
                    {
                        typename InputImageType::IndexType index3D;
                        index3D[0]=x; index3D[1]=y; index3D[2]=z;
                        typename InputImageType::PixelType pix3D = outputImage->GetPixel(index3D);
                        typename ComplexSliceType::IndexType index2D;
                        index2D[0]=x; index2D[1]=y;

                        ComplexSliceType::PixelType cPix = newSlice->GetPixel(index2D);
                        double signal = sqrt(cPix.real()*cPix.real()+cPix.imag()*cPix.imag());
                        if (signal>0)
                            signal = floor(signal+0.5);
                        else
                            signal = ceil(signal-0.5);

                        pix3D[g] = signal;
                        outputImage->SetPixel(index3D, pix3D);
                    }

                ++disp;
                unsigned long newTick = 50*disp.count()/disp.expected_count();
                for (unsigned int tick = 0; tick<(newTick-lastTick); tick++)
                    m_StatusText += "*";
                lastTick = newTick;
            }
        }
        m_StatusText += "\n\n";
    }

    if ( m_Parameters.m_NoiseModel!=NULL)
    {
        m_StatusText += this->GetTime()+" > Adding noise\n";
        m_StatusText += "0%   10   20   30   40   50   60   70   80   90   100%\n";
        m_StatusText += "|----|----|----|----|----|----|----|----|----|----|\n*";
        unsigned long lastTick = 0;

        ImageRegionIterator<InputImageType> it1 (outputImage, outputImage->GetLargestPossibleRegion());
        boost::progress_display disp(outputImage->GetLargestPossibleRegion().GetNumberOfPixels());
        while(!it1.IsAtEnd())
        {
            if (this->GetAbortGenerateData())
            {
                m_StatusText += "\n"+this->GetTime()+" > Simulation aborted\n";
                return;
            }

            ++disp;
            unsigned long newTick = 50*disp.count()/disp.expected_count();
            for (unsigned int tick = 0; tick<(newTick-lastTick); tick++)
                m_StatusText += "*";
            lastTick = newTick;

            typename InputImageType::PixelType signal = it1.Get();
            m_Parameters.m_NoiseModel->AddNoise(signal);
            it1.Set(signal);

            ++it1;
        }
        m_StatusText += "\n\n";
    }

    this->SetNthOutput(0, outputImage);
    m_StatusText += "Finished simulation\n";
    m_StatusText += "Simulation time: "+GetTime();
}
  void ExtractChannelFromRgbaImageFilter< ReferenceImageType, OutputImageType >::GenerateData()
  {

    typename InputImageType::Pointer rgbaImage = static_cast< InputImageType * >( this->ProcessObject::GetInput(0) );

    typename OutputImageType::Pointer outputImage =
        static_cast< OutputImageType * >(this->ProcessObject::GetOutput(0));

    typename InputImageType::RegionType region = rgbaImage->GetLargestPossibleRegion();
    outputImage->SetSpacing( m_ReferenceImage->GetSpacing() );   // Set the image spacing
    outputImage->SetOrigin( m_ReferenceImage->GetOrigin() );     // Set the image origin
    outputImage->SetDirection( m_ReferenceImage->GetDirection() );  // Set the image direction
    outputImage->SetRegions( m_ReferenceImage->GetLargestPossibleRegion());
    outputImage->Allocate();
    outputImage->FillBuffer(0);
    float* outImageBufferPointer = outputImage->GetBufferPointer();

    itk::Image< short, 3 >::Pointer counterImage = itk::Image< short, 3 >::New();
    counterImage->SetSpacing( m_ReferenceImage->GetSpacing() );   // Set the image spacing
    counterImage->SetOrigin( m_ReferenceImage->GetOrigin() );     // Set the image origin
    counterImage->SetDirection( m_ReferenceImage->GetDirection() );  // Set the image direction
    counterImage->SetRegions( m_ReferenceImage->GetLargestPossibleRegion());
    counterImage->Allocate();
    counterImage->FillBuffer(0);
    short* counterImageBufferPointer = counterImage->GetBufferPointer();

    int w = m_ReferenceImage->GetLargestPossibleRegion().GetSize().GetElement(0);
    int h = m_ReferenceImage->GetLargestPossibleRegion().GetSize().GetElement(1);
    int d = m_ReferenceImage->GetLargestPossibleRegion().GetSize().GetElement(2);

    typedef ImageRegionConstIterator< InputImageType > InImageIteratorType;
    InImageIteratorType rgbaIt(rgbaImage, region);
    rgbaIt.GoToBegin();
    while(!rgbaIt.IsAtEnd()){

      InPixelType x = rgbaIt.Get();
      ++rgbaIt;

      itk::Point<float, 3> vertex;
      itk::Index<3> index = rgbaIt.GetIndex();

      rgbaImage->TransformIndexToPhysicalPoint(index, vertex);
      outputImage->TransformPhysicalPointToIndex(vertex, index);

      itk::ContinuousIndex<float, 3> contIndex;
      outputImage->TransformPhysicalPointToContinuousIndex(vertex, contIndex);

      float frac_x = contIndex[0] - index[0];
      float frac_y = contIndex[1] - index[1];
      float frac_z = contIndex[2] - index[2];
      int px = index[0];
      if (frac_x<0)
      {
        px -= 1;
        frac_x += 1;
      }
      int py = index[1];
      if (frac_y<0)
      {
        py -= 1;
        frac_y += 1;
      }
      int pz = index[2];
      if (frac_z<0)
      {
        pz -= 1;
        frac_z += 1;
      }
      frac_x = 1-frac_x;
      frac_y = 1-frac_y;
      frac_z = 1-frac_z;

      // int coordinates inside image?
      if (px < 0 || px >= w-1)
        continue;
      if (py < 0 || py >= h-1)
        continue;
      if (pz < 0 || pz >= d-1)
        continue;

      OutPixelType out;
      switch (m_Channel)
      {
      case RED:
        out = (float)x.GetRed()/255;
        break;
      case GREEN:
        out = (float)x.GetGreen()/255;
        break;
      case BLUE:
        out = (float)x.GetBlue()/255;
        break;
      case ALPHA:
        out = (float)x.GetAlpha()/255;
      }

      outImageBufferPointer[( px   + w*(py  + h*pz  ))] += out*(  frac_x)*(  frac_y)*(  frac_z);
      outImageBufferPointer[( px   + w*(py+1+ h*pz  ))] += out*(  frac_x)*(1-frac_y)*(  frac_z);
      outImageBufferPointer[( px   + w*(py  + h*pz+h))] += out*(  frac_x)*(  frac_y)*(1-frac_z);
      outImageBufferPointer[( px   + w*(py+1+ h*pz+h))] += out*(  frac_x)*(1-frac_y)*(1-frac_z);
      outImageBufferPointer[( px+1 + w*(py  + h*pz  ))] += out*(1-frac_x)*(  frac_y)*(  frac_z);
      outImageBufferPointer[( px+1 + w*(py  + h*pz+h))] += out*(1-frac_x)*(  frac_y)*(1-frac_z);
      outImageBufferPointer[( px+1 + w*(py+1+ h*pz  ))] += out*(1-frac_x)*(1-frac_y)*(  frac_z);
      outImageBufferPointer[( px+1 + w*(py+1+ h*pz+h))] += out*(1-frac_x)*(1-frac_y)*(1-frac_z);

      counterImageBufferPointer[( px   + w*(py  + h*pz  ))] += 1;
      counterImageBufferPointer[( px   + w*(py+1+ h*pz  ))] += 1;
      counterImageBufferPointer[( px   + w*(py  + h*pz+h))] += 1;
      counterImageBufferPointer[( px   + w*(py+1+ h*pz+h))] += 1;
      counterImageBufferPointer[( px+1 + w*(py  + h*pz  ))] += 1;
      counterImageBufferPointer[( px+1 + w*(py  + h*pz+h))] += 1;
      counterImageBufferPointer[( px+1 + w*(py+1+ h*pz  ))] += 1;
      counterImageBufferPointer[( px+1 + w*(py+1+ h*pz+h))] += 1;

    }

    typedef ImageRegionIterator< OutputImageType > OutImageIteratorType;
    OutImageIteratorType outIt(outputImage, outputImage->GetLargestPossibleRegion());
    outIt.GoToBegin();
    typedef ImageRegionConstIterator< itk::Image< short, 3 > > CountImageIteratorType;
    CountImageIteratorType counterIt(counterImage, counterImage->GetLargestPossibleRegion());
    counterIt.GoToBegin();

    while(!outIt.IsAtEnd() && !counterIt.IsAtEnd()){
      if (counterIt.Value()>0)
        outIt.Set(outIt.Value()/counterIt.Value());
      ++outIt;
      ++counterIt;
    }
  }