libvigraimpex-dev 1.10.0+dfsg-3ubuntu2 / usr / include / vigra / symmetry.hxx

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#ifndef VIGRA_SYMMETRY_HXX
#define VIGRA_SYMMETRY_HXX

#include "utilities.hxx"
#include "numerictraits.hxx"
#include "stdimage.hxx"
#include "convolution.hxx"
#include "multi_shape.hxx"

namespace vigra {

/** \addtogroup SymmetryDetection Symmetry Detection
    Measure the local symmetry at each pixel.
*/
//@{

/********************************************************/
/*                                                      */
/*                 radialSymmetryTransform              */
/*                                                      */
/********************************************************/

/** \brief Find centers of radial symmetry in an image.

    This algorithm implements the Fast Radial Symmetry Transform according to
    [G. Loy, A. Zelinsky: <em> "A Fast Radial Symmetry Transform for Detecting
    Points of Interest"</em>, in: A. Heyden et al. (Eds.): Proc. of 7th European
    Conf. on Computer Vision, Part 1, pp. 358-368, Springer LNCS 2350, 2002].
    Minima of the algorithm response mark dark blobs, maxima correspond to light blobs.
    The "radial strictness parameter" is fixed at <TT>alpha</tt> = 2.0, the
    spatial spreading of the raw response is done by a Gaussian convolution
    at <tt>0.25*scale</TT> (these values are recommendations from the paper).
    Loy and Zelinsky additionally propose to add the operator response from several
    scales (see usage example below).

    <b> Declarations:</b>

    pass 2D array views:
    \code
    namespace vigra {
        template <class T1, class S1,
                  class T2, class S2>
        void
        radialSymmetryTransform(MultiArrayView<2, T1, S1> const & src,
                                MultiArrayView<2, T2, S2> dest,
                                double scale);
    }
    \endcode

    \deprecatedAPI{radialSymmetryTransform}
    pass \ref ImageIterators and \ref DataAccessors :
    \code
    namespace vigra {
        template <class SrcIterator, class SrcAccessor,
                  class DestIterator, class DestAccessor>
        void
        radialSymmetryTransform(SrcIterator sul, SrcIterator slr, SrcAccessor as,
                                DestIterator dul, DestAccessor ad,
                                double scale)
    }
    \endcode
    use argument objects in conjunction with \ref ArgumentObjectFactories :
    \code
    namespace vigra {
        template <class SrcIterator, class SrcAccessor,
                  class DestIterator, class DestAccessor>
        inline
        void radialSymmetryTransform(
               triple<SrcIterator, SrcIterator, SrcAccessor> src,
               pair<DestIterator, DestAccessor> dest,
               double scale)
    }
    \endcode
    \deprecatedEnd

    <b> Usage:</b>

    <b>\#include</b> \<vigra/symmetry.hxx\><br>
    Namespace: vigra

    \code
    MultiArray<2, unsigned char>  src(w,h), centers(w,h);
    MultiArray<2, float>          symmetry(w,h);

    // use edge detection filters at various scales
    for(double scale = 2.0; scale <= 8.0; scale *= 2.0)
    {
        MultiArray<2, float> tmp(w,h);

        // find centers of symmetry
        radialSymmetryTransform(src, tmp, scale);

        symmetry += tmp;
    }

    // mark centers of symmetry
    centers.init(128);
    localMinima(symmetry, centers, 0);
    localMaxima(symmetry, centers, 255);
    \endcode

    \deprecatedUsage{radialSymmetryTransform}
    \code
    vigra::BImage src(w,h), centers(w,h);
    vigra::FImage symmetry(w,h);

    // empty result image
    centers.init(128);
    symmetry.init(0.0);

    // input width of edge detection filter
    for(double scale = 2.0; scale <= 8.0; scale *= 2.0)
    {
        vigra::FImage tmp(w,h);

        // find centers of symmetry
        radialSymmetryTransform(srcImageRange(src), destImage(tmp), scale);

        combineTwoImages(srcImageRange(symmetry), srcImage(tmp), destImage(symmetry),
                         std::plus<float>());
    }

    localMinima(srcImageRange(symmetry), destImage(centers), 0);
    localMaxima(srcImageRange(symmetry), destImage(centers), 255);
    \endcode
    <b> Required Interface:</b>
    \code
    SrcImageIterator src_upperleft, src_lowerright;
    DestImageIterator dest_upperleft;

    SrcAccessor src_accessor;
    DestAccessor dest_accessor;

    // SrcAccessor::value_type must be a built-in type
    SrcAccessor::value_type u = src_accessor(src_upperleft);

    dest_accessor.set(u, dest_upperleft);
    \endcode
    \deprecatedEnd
*/
doxygen_overloaded_function(template <...> void radialSymmetryTransform)

template <class SrcIterator, class SrcAccessor,
          class DestIterator, class DestAccessor>
void
radialSymmetryTransform(SrcIterator sul, SrcIterator slr, SrcAccessor as,
               DestIterator dul, DestAccessor ad,
        double scale)
{
    vigra_precondition(scale > 0.0,
                 "radialSymmetryTransform(): Scale must be > 0");

    int w = slr.x - sul.x;
    int h = slr.y - sul.y;

    if(w <= 0 || h <= 0) return;

    typedef typename
        NumericTraits<typename SrcAccessor::value_type>::RealPromote TmpType;

    typedef BasicImage<TmpType> TmpImage;
    typedef typename TmpImage::Iterator TmpIterator;

    TmpImage gx(w,h);
    TmpImage gy(w,h);
    IImage   orientationCounter(w,h);
    TmpImage magnitudeAccumulator(w,h);

    gaussianGradient(srcIterRange(sul, slr, as),
                     destImage(gx), destImage(gy),
                     scale);

    orientationCounter.init(0);
    magnitudeAccumulator.init(NumericTraits<TmpType>::zero());

    TmpIterator gxi = gx.upperLeft();
    TmpIterator gyi = gy.upperLeft();
    int y;
    for(y=0; y<h; ++y, ++gxi.y, ++gyi.y)
    {
        typename TmpIterator::row_iterator gxr = gxi.rowIterator();
        typename TmpIterator::row_iterator gyr = gyi.rowIterator();

        for(int x = 0; x<w; ++x, ++gxr, ++gyr)
        {
            double angle = VIGRA_CSTD::atan2(-*gyr, *gxr);
            double magnitude = VIGRA_CSTD::sqrt(*gxr * *gxr + *gyr * *gyr);

            if(magnitude < NumericTraits<TmpType>::epsilon()*10.0)
                continue;

            int dx = NumericTraits<int>::fromRealPromote(scale * VIGRA_CSTD::cos(angle));
            int dy = NumericTraits<int>::fromRealPromote(scale * VIGRA_CSTD::sin(angle));

            int xx = x + dx;
            int yy = y - dy;

            if(xx >= 0 && xx < w && yy >= 0 && yy < h)
            {
                orientationCounter(xx, yy) += 1;
                magnitudeAccumulator(xx, yy) += detail::RequiresExplicitCast<TmpType>::cast(magnitude);
            }

            xx = x - dx;
            yy = y + dy;

            if(xx >= 0 && xx < w && yy >= 0 && yy < h)
            {
                orientationCounter(xx, yy) -= 1;
                magnitudeAccumulator(xx, yy) -= detail::RequiresExplicitCast<TmpType>::cast(magnitude);
            }
        }
    }

    int maxOrientation = 0;
    TmpType maxMagnitude = NumericTraits<TmpType>::zero();

    for(y=0; y<h; ++y)
    {
        for(int x = 0; x<w; ++x)
        {
            int o = VIGRA_CSTD::abs(orientationCounter(x,y));

            if(o > maxOrientation)
                maxOrientation = o;

            TmpType m = VIGRA_CSTD::abs(magnitudeAccumulator(x,y));

            if(m > maxMagnitude)
                maxMagnitude = m;
        }
    }

    for(y=0; y<h; ++y)
    {
        for(int x = 0; x<w; ++x)
        {
            double o = (double)orientationCounter(x, y) / maxOrientation;
            magnitudeAccumulator(x, y) = detail::RequiresExplicitCast<TmpType>::cast(o * o * magnitudeAccumulator(x, y) / maxMagnitude);
        }
    }

    gaussianSmoothing(srcImageRange(magnitudeAccumulator), destIter(dul, ad), 0.25*scale);
}

template <class SrcIterator, class SrcAccessor,
          class DestIterator, class DestAccessor>
inline void
radialSymmetryTransform(triple<SrcIterator, SrcIterator, SrcAccessor> src,
                        pair<DestIterator, DestAccessor> dest,
                        double scale)
{
    radialSymmetryTransform(src.first, src.second, src.third,
                            dest.first, dest.second,
                            scale);
}

template <class T1, class S1,
          class T2, class S2>
inline void
radialSymmetryTransform(MultiArrayView<2, T1, S1> const & src,
                        MultiArrayView<2, T2, S2> dest,
                        double scale)
{
    vigra_precondition(src.shape() == dest.shape(),
        "radialSymmetryTransform(): shape mismatch between input and output.");
    radialSymmetryTransform(srcImageRange(src),
                            destImage(dest),
                            scale);
}

//@}

} // namespace vigra


#endif /* VIGRA_SYMMETRY_HXX */