// Catalano Imaging Library
// The Catalano Framework
//
// Copyright © Diego Catalano, 2012-2016
// diego.catalano at live.com
//
// Copyright (c) 2011, Vitomir Struc
// Copyright (c) 2009, Gabriel Peyre
// All rights reserved.
//
// Redistribution and use in source and binary forms, with or without
// modification, are permitted provided that the following conditions are
// met:
//
// * Redistributions of source code must retain the above copyright
// notice, this list of conditions and the following disclaimer.
// * Redistributions in binary form must reproduce the above copyright
// notice, this list of conditions and the following disclaimer in
// the documentation and/or other materials provided with the distribution
//
// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
// POSSIBILITY OF SUCH DAMAGE.
//
// 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.Filters.Photometric;
import Catalano.Imaging.FastBitmap;
import Catalano.Imaging.Tools.ImageUtils;
import Catalano.Imaging.Tools.Kernel;
import Catalano.Math.Matrix;
/**
* Single scale retinex.
* @author Diego Catalano
*/
public class SingleScaleRetinex implements IPhotometricFilter{
private double scale;
/**
* Get scale.
* @return Scale.
*/
public double getScale() {
return scale;
}
/**
* Set scale.
* @param scale Scale.
*/
public void setScale(double scale) {
this.scale = scale;
}
/**
* Initializes a new instance of the SingleScaleRetinex class.
*
*
Default:
*
Scale = 15
*/
public SingleScaleRetinex() {
this(15);
}
/**
* Initializes a new instance of the SingleScaleRetinex class.
* @param scale Scale.
*/
public SingleScaleRetinex(double scale) {
this.scale = scale;
}
@Override
public void applyInPlace(FastBitmap fastBitmap) {
if(!fastBitmap.isGrayscale())
throw new IllegalArgumentException("Single scale retinex only works in grayscale images.");
//Transform the image in matrix.
double[][] image = fastBitmap.toMatrixGrayAsDouble();
//Perform the filter
image = Process(image,true);
//Convert back to the image
fastBitmap.matrixToImage(image);
}
/**
* Process the image.
* @param image Image in matrix.
* @param normalize Normalize the image[0..255].
* @return The response of the filter.
*/
public double[][] Process(double[][] image, boolean normalize){
//Build filter
double[][] g = new double[image.length][image[0].length];
double c = Math.ceil(image.length / 2);
double sum = 0;
for (int i = 0; i < g.length; i++) {
for (int j = 0; j < g[0].length; j++) {
double radius = ((c-i)*(c-i)+(c-j)*(c-j));
g[i][j] = Math.exp(-(radius/(scale*scale)));
sum += g[i][j];
}
}
Matrix.Divide(g, sum);
//Decompose the kernel for to use separable convolution
double[][] vec = Kernel.Decompose(g);
//Perform the convolution
double[][] r = ImageUtils.Convolution(image, vec[0], vec[1]);
for (int i = 0; i < r.length; i++) {
for (int j = 0; j < r[0].length; j++) {
r[i][j] = Math.ceil(r[i][j]);
if(r[i][j] == 0) r[i][j] = 0.01;
}
}
for (int i = 0; i < image.length; i++) {
for (int j = 0; j < image[0].length; j++) {
r[i][j] = Math.log(image[i][j] + 0.01) - Math.log(Math.abs(r[i][j]));
}
}
if(normalize)
ImageUtils.Normalize(r);
return r;
}
}
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