// Catalano Imaging Library
// The Catalano Framework
//
// Copyright © Diego Catalano, 2012-2016
// diego.catalano at live.com
//
// This library is free software; you can redistribute it and/or
// modify it under the terms of the GNU Lesser General Public
// License as published by the Free Software Foundation; either
// version 2.1 of the License, or (at your option) any later version.
//
// This library is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
// Lesser General Public License for more details.
//
// You should have received a copy of the GNU Lesser General Public
// License along with this library; if not, write to the Free Software
// Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA
//
package Catalano.Imaging.Tools;
import Catalano.Imaging.FastBitmap;
import Catalano.Math.Matrix;
/**
* Orthogonal Variant Moments.
*
* Refences: Santos, Matilde, and Javier de Lope. "Orthogonal variant moments features in image analysis." Information Sciences 180.6 (2010): 846-860.
* @author Diego Catalano
*/
public class OrthogonalVariantMoments {
/**
* Initialize a new instance of the OrthogonalVariantMoments class.
*/
public OrthogonalVariantMoments() {}
/**
* Compute OVM.
* @param fastBitmap Image to be processed.
* @return 5 OV moments.
*/
public double[] Compute(FastBitmap fastBitmap){
if(!fastBitmap.isGrayscale())
throw new IllegalArgumentException("Orthogonal Variant Moments only works in grayscale images.");
// 5 moments: A, Lx, Ly, Px, Py
double[] moments = new double[5];
// Moment: Area
moments[0] = ImageMoments.getRawMoment(fastBitmap, 0, 0);
int width = fastBitmap.getWidth();
int height = fastBitmap.getHeight();
double box = width * height;
// Moment: Ly
double[][] diff = new double[height - 1][width];
for (int i = 0; i < height - 1; i++) {
for (int j = 0; j < width; j++) {
diff[i][j] = fastBitmap.getGray(i + 1, j) - fastBitmap.getGray(i, j);
}
}
double m = Matrix.SumAbs(diff);
double ly = 0;
for (int i = 0; i < diff.length; i++) {
for (int j = 0; j < diff[0].length; j++) {
ly += Math.sqrt((diff[i][j] * diff[i][j]) + 1);
}
}
moments[2] = (ly + 3) / box;
// Moment: Py
double den = (m / 8.0) + 0.1;
double dsum = 1;
for (int i = 0; i < diff.length; i++) {
for (int j = 0; j < diff[0].length; j++) {
dsum += Math.abs(diff[i][j]) * (i+1);
}
}
moments[4] = (dsum + 1) / den;
// Moment: Lx
diff = new double[height][width - 1];
for (int i = 0; i < diff.length; i++) {
for (int j = 0; j < diff[0].length; j++) {
diff[i][j] = fastBitmap.getGray(i, j + 1) - fastBitmap.getGray(i, j);
}
}
m = Matrix.SumAbs(diff);
double lx = 0;
for (int i = 0; i < diff.length; i++) {
for (int j = 0; j < diff[0].length; j++) {
lx += Math.sqrt((diff[i][j] * diff[i][j]) + 1);
}
}
moments[1] = (lx + 3) / box;
// Moment: Px
den = (m / 4.5) + 0.1;
dsum = 1;
for (int i = 0; i < diff.length; i++) {
for (int j = 0; j < diff[0].length; j++) {
dsum += Math.abs(diff[i][j]) * (j+1);
}
}
moments[3] = (dsum + 1) / den;
return moments;
}
}
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