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1   /**
2    * Copyright (c) 2011, The University of Southampton and the individual contributors.
3    * All rights reserved.
4    *
5    * Redistribution and use in source and binary forms, with or without modification,
6    * are permitted provided that the following conditions are met:
7    *
8    *   * 	Redistributions of source code must retain the above copyright notice,
9    * 	this list of conditions and the following disclaimer.
10   *
11   *   *	Redistributions in binary form must reproduce the above copyright notice,
12   * 	this list of conditions and the following disclaimer in the documentation
13   * 	and/or other materials provided with the distribution.
14   *
15   *   *	Neither the name of the University of Southampton nor the names of its
16   * 	contributors may be used to endorse or promote products derived from this
17   * 	software without specific prior written permission.
18   *
19   * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
20   * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
21   * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
22   * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR
23   * ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
24   * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
25   * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
26   * ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
27   * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
28   * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
29   */
30  package org.openimaj.image.processing.algorithm;
31  
32  import org.openimaj.image.FImage;
33  import org.openimaj.image.processing.convolution.FGaussianConvolve;
34  import org.openimaj.image.processor.ImageProcessor;
35  
36  /**
37   * Implementation of a difference of Gaussian filter.
38   * 
39   * @author Jonathon Hare (jsh2@ecs.soton.ac.uk)
40   *
41   */
42  public class DifferenceOfGaussian implements ImageProcessor<FImage> {
43  	FGaussianConvolve filter1;
44  	FGaussianConvolve filter2;
45  	
46  	/**
47  	 * Construct a difference of Gaussian with the default sigmas
48  	 * of 1 and 2.
49  	 */
50  	public DifferenceOfGaussian() {
51  		this(1, 2);
52  	}
53  	
54  	/**
55  	 * Construct a difference of Gaussian with the specified 
56  	 * sigmas.
57  	 * @param sigma1 first (smaller sigma)
58  	 * @param sigma2 second sigma
59  	 */
60  	public DifferenceOfGaussian(float sigma1, float sigma2) {
61  		filter1 = new FGaussianConvolve(sigma1);
62  		filter2 = new FGaussianConvolve(sigma2);
63  	}
64  	
65  	/* (non-Javadoc)
66  	 * @see org.openimaj.image.processor.ImageProcessor#processImage(org.openimaj.image.Image)
67  	 */
68  	@Override
69  	public void processImage(FImage image) {
70  		FImage blur1 = image.process(filter1);
71  		FImage blur2 = image.process(filter2);
72  		
73  		image.internalAssign(blur1.subtractInplace(blur2));
74  	}
75  }