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Implementations of various image, pixel and connected component processors (resizing, convolution, edge detection, ...).
/**
* Copyright (c) 2011, The University of Southampton and the individual contributors.
* 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.
*
* * Neither the name of the University of Southampton nor the names of its
* contributors may be used to endorse or promote products derived from this
* software without specific prior written permission.
*
* 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
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* SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
package org.openimaj.image.processing.edges;
import static java.lang.Math.atan;
import static java.lang.Math.sqrt;
import org.openimaj.image.FImage;
import org.openimaj.image.analyser.ImageAnalyser;
/**
* Using a simple sobel-like x and y derivative kernel, find edges in an image.
* @author Jonathon Hare ([email protected])
* @author Sina Samangooei ([email protected])
*
*/
public class EdgeFinder implements ImageAnalyser {
protected float [][] kx;
protected float [][] ky;
/**
* The magnitudes of each edge as worked out by the hypotenuse of the triangle formed by the dx and dy of a pixel
*/
public FImage magnitude;
/**
* The direction of each edge as worked out by the angle between the triangle formed by the dx and dy of a pixel
*/
public FImage angle;
/**
* Find edges in an image using the following edge kernels
* @param kx
* @param ky
*/
public EdgeFinder(float [][] kx, float [][] ky) {
this.kx = kx;
this.ky = ky;
}
/**
* Find the edges in an image using default, sobel like 5x5 derivative kernels
*/
public EdgeFinder() {
kx = new float[][] {
{+1, +1, 0, -1, -1},
{+2, +2, 0, -2, -2},
{+2, +2, 0, -2, -2},
{+2, +2, 0, -2, -2},
{+1, +1, 0, -1, -1}
};
ky = new float[][] {
{+1, +2, +2, +2, +1},
{+1, +2, +2, +2, +1},
{ 0, 0, 0, 0, 0},
{-1, -2, -2, -2, -1},
{-1, -2, -2, -2, -1}
};
}
/* (non-Javadoc)
* @see org.openimaj.image.processor.ImageProcessor#processImage(org.openimaj.image.Image)
*/
@Override
public void analyseImage(FImage image) {
int height = image.getHeight();
int width = image.getWidth();
magnitude = new FImage(width, height);
angle = new FImage(width, height);
int w = (kx.length - 1) / 2;
for (int y=w+1; y
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