EVOLUTION-MANAGER

Edit File: gdal_octave.cpp

/******************************************************************************
 * Project:  GDAL
 * Purpose:  Correlator
 * Author:   Andrew Migal, migal.drew@gmail.com
 *
 ******************************************************************************
 * Copyright (c) 2012, Andrew Migal
 *
 * Permission is hereby granted, free of charge, to any person obtaining a
 * copy of this software and associated documentation files (the "Software"),
 * to deal in the Software without restriction, including without limitation
 * the rights to use, copy, modify, merge, publish, distribute, sublicense,
 * and/or sell copies of the Software, and to permit persons to whom the
 * Software is furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included
 * in all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
 * OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
 * THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
 * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
 * DEALINGS IN THE SOFTWARE.
 ****************************************************************************/

#include "gdal_simplesurf.h"

CPL_CVSID("$Id: gdal_octave.cpp fe2d81c8819bf9794bce0210098e637565728350 2018-05-06 00:49:51 +0200 Even Rouault $")

/************************************************************************/
/* ==================================================================== */
/*                          GDALIntegralImage                           */
/* ==================================================================== */
/************************************************************************/

GDALIntegralImage::GDALIntegralImage() = default;

int GDALIntegralImage::GetHeight() { return nHeight; }

int GDALIntegralImage::GetWidth() { return nWidth; }

void GDALIntegralImage::Initialize( const double **padfImg,
                                    int nHeightIn, int nWidthIn )
{
    if( pMatrix )
    {
        for( int i = 0; i < nHeight; i++ )
            delete[] pMatrix[i];
        delete[] pMatrix;
    }

// Memory allocation.
    pMatrix = new double*[nHeightIn];
    for( int i = 0; i < nHeightIn; i++ )
        pMatrix[i] = new double[nWidthIn];

nHeight = nHeightIn;
    nWidth = nWidthIn;

// Integral image calculation.
    for( int i = 0; i < nHeight; i++ )
        for( int j = 0; j < nWidth; j++ )
        {
            const double val = padfImg[i][j];
            double a = 0.0;
            double b = 0.0;
            double c = 0.0;

if( i - 1 >= 0 && j - 1 >= 0 )
                a = pMatrix[i - 1][j - 1];
            if( j - 1 >= 0 )
                b = pMatrix[i][j - 1];
            if( i - 1 >= 0 )
                c = pMatrix[i - 1][j];

// New value based on previous calculations.
            pMatrix[i][j] = val - a + b + c;
        }
}

/*
 * Returns value of specified cell.
 */
double GDALIntegralImage::GetValue( int nRow, int nCol )
{
    if( !((nRow >= 0 && nRow < nHeight) && (nCol >= 0 && nCol < nWidth)) )
        return 0;

return pMatrix[nRow][nCol];
}

double GDALIntegralImage::GetRectangleSum( int nRow, int nCol,
                                           int nWidthIn, int nHeightIn )
{
    // Left top point of rectangle is first.
    const int w = nWidthIn - 1;
    const int h = nHeightIn - 1;

const int row = nRow;
    const int col = nCol;

// Left top point.
    const int lt_row = (row <= nHeight) ? (row - 1) : -1;
    const int lt_col = (col <= nWidth) ? (col - 1) : -1;
    // Right bottom point of the rectangle.
    const int rb_row = (row + h < nHeight) ? (row + h) : (nHeight - 1);
    const int rb_col = (col + w < nWidth) ? (col + w) : (nWidth - 1);

double a = 0.0;
    double b = 0.0;
    double c = 0.0;
    double d = 0.0;

if( lt_row >= 0 && lt_col >= 0 )
        a = GetValue(lt_row, lt_col);

if( lt_row >= 0 && rb_col >= 0 )
        b = GetValue(lt_row, rb_col);

if( rb_row >= 0 && rb_col >= 0 )
        c = GetValue(rb_row, rb_col);

if( rb_row >= 0 && lt_col >= 0 )
        d = GetValue(rb_row, lt_col);

const double res = a + c - b - d;

return res > 0 ? res : 0;
}

double GDALIntegralImage::HaarWavelet_X( int nRow, int nCol, int nSize )
{
    return GetRectangleSum(nRow, nCol + nSize / 2, nSize / 2, nSize)
        - GetRectangleSum(nRow, nCol, nSize / 2, nSize);
}

double GDALIntegralImage::HaarWavelet_Y( int nRow, int nCol, int nSize )
{
    return GetRectangleSum(nRow + nSize / 2, nCol, nSize, nSize / 2)
        - GetRectangleSum(nRow, nCol, nSize, nSize / 2);
}

GDALIntegralImage::~GDALIntegralImage()
{
    // Clean up memory.
    for( int i = 0; i < nHeight; i++ )
        delete[] pMatrix[i];

delete[] pMatrix;
}

/************************************************************************/
/* ==================================================================== */
/*                           GDALOctaveLayer                            */
/* ==================================================================== */
/************************************************************************/

GDALOctaveLayer::GDALOctaveLayer( int nOctave, int nInterval ) :
    octaveNum(nOctave),
    filterSize(3 * static_cast<int>(pow(2.0, nOctave)) * nInterval + 1),
    radius((filterSize - 1) / 2),
    scale(static_cast<int>(pow(2.0, nOctave))),
    width(0),
    height(0),
    detHessians(nullptr),
    signs(nullptr)
{}

void GDALOctaveLayer::ComputeLayer( GDALIntegralImage *poImg )
{
    width = poImg->GetWidth();
    height = poImg->GetHeight();

// Allocate memory for arrays.
    detHessians = new double *[height];
    signs = new int *[height];

for( int i = 0; i < height; i++ )
    {
        detHessians[i] = new double[width];
        signs[i] = new int[width];
    }

// Values of Fast Hessian filters.
    double dxx = 0.0;
    double dyy = 0.0;
    double dxy = 0.0;
    // 1/3 of filter side.
    const int lobe = filterSize / 3;

// Length of the longer side of the lobe in dxx and dyy filters.
    const int longPart = 2 * lobe - 1;

const int normalization = filterSize * filterSize;

// Loop over image pixels.
    // Filter should remain into image borders.
    for( int r = radius; r <= height - radius; r++ )
        for( int c = radius; c <= width - radius; c++ )
        {
            dxx = poImg->GetRectangleSum(r - lobe + 1, c - radius,
                                         filterSize, longPart)
                - 3 * poImg->GetRectangleSum(r - lobe + 1, c - (lobe - 1) / 2,
                                             lobe, longPart);
            dyy = poImg->GetRectangleSum(r - radius, c - lobe - 1,
                                         longPart, filterSize)
                - 3 * poImg->GetRectangleSum(r - lobe + 1, c - lobe + 1,
                                             longPart, lobe);
            dxy = poImg->GetRectangleSum(r - lobe, c - lobe, lobe, lobe)
                + poImg->GetRectangleSum(r + 1, c + 1, lobe, lobe)
                - poImg->GetRectangleSum(r - lobe, c + 1, lobe, lobe)
                - poImg->GetRectangleSum(r + 1, c - lobe, lobe, lobe);

dxx /= normalization;
            dyy /= normalization;
            dxy /= normalization;

// Memorize Hessian values and their signs.
            detHessians[r][c] = dxx * dyy - 0.9 * 0.9 * dxy * dxy;
            signs[r][c] = (dxx + dyy >= 0) ? 1 : -1;
        }
}

GDALOctaveLayer::~GDALOctaveLayer()
{
    for( int i = 0; i < height; i++ )
    {
        delete[] detHessians[i];
        delete[] signs[i];
    }

delete[] detHessians;
    delete[] signs;
}

/************************************************************************/
/* ==================================================================== */
/*                            GDALOctaveMap                             */
/* ==================================================================== */
/************************************************************************/

GDALOctaveMap::GDALOctaveMap( int nOctaveStartIn, int nOctaveEndIn ) :
    pMap(new GDALOctaveLayer**[nOctaveEndIn]),
    octaveStart(nOctaveStartIn),
    octaveEnd(nOctaveEndIn)
{
    for( int i = 0; i < octaveEnd; i++ )
        pMap[i] = new GDALOctaveLayer *[INTERVALS];

for( int oct = octaveStart; oct <= octaveEnd; oct++ )
        for( int i = 1; i <= INTERVALS; i++ )
            pMap[oct - 1][i - 1] = new GDALOctaveLayer(oct, i);
}

void GDALOctaveMap::ComputeMap( GDALIntegralImage *poImg )
{
    for( int oct = octaveStart; oct <= octaveEnd; oct++ )
        for( int i = 1; i <= INTERVALS; i++ )
            pMap[oct - 1][i - 1]->ComputeLayer(poImg);
}

bool GDALOctaveMap::PointIsExtremum( int row, int col, GDALOctaveLayer *bot,
                                     GDALOctaveLayer *mid, GDALOctaveLayer *top,
                                     double threshold )
{
    // Check that point in middle layer has all neighbors.
    if( row <= top->radius || col <= top->radius ||
        row + top->radius >= top->height || col + top->radius >= top->width )
        return false;

const double curPoint = mid->detHessians[row][col];

// Hessian should be higher than threshold.
    if( curPoint < threshold )
        return false;

// Hessian should be higher than Hessians of all neighbors.
    for( int i = -1; i <= 1; i++ )
        for( int j = -1; j <= 1; j++ )
        {
            const double topPoint = top->detHessians[row + i][col + j];
            const double midPoint = mid->detHessians[row + i][col + j];
            const double botPoint = bot->detHessians[row + i][col + j];

if( topPoint >= curPoint || botPoint >= curPoint )
                return false;

if( i != 0 || j != 0 )
                if( midPoint >= curPoint )
                    return false;
        }

return true;
}

GDALOctaveMap::~GDALOctaveMap()
{
    // Clean up Octave layers.
    for( int oct = octaveStart; oct <= octaveEnd; oct++ )
        for( int i = 0; i < INTERVALS; i++ )
            delete pMap[oct - 1][i];

// Clean up allocated memory.
    for( int oct = 0; oct < octaveEnd; oct++ )
        delete[] pMap[oct];

delete[] pMap;
}