org.openimaj.demos.GaussPyr Maven / Gradle / Ivy
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A project for various tests that don't quite constitute
demos but might be useful to look at.
/**
* 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
* 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.
*/
package org.openimaj.demos;
import java.io.IOException;
import java.net.MalformedURLException;
import java.net.URL;
import org.openimaj.image.FImage;
import org.openimaj.image.ImageUtilities;
import org.openimaj.image.MBFImage;
import org.openimaj.image.feature.local.engine.DoGSIFTEngine;
import org.openimaj.image.feature.local.engine.DoGSIFTEngineOptions;
import org.openimaj.image.processing.convolution.FFastGaussianConvolve;
import org.openimaj.image.processor.SinglebandImageProcessor;
public class GaussPyr {
/**
* @param args
* @throws IOException
* @throws MalformedURLException
*/
public static void main(String[] args) throws MalformedURLException, IOException {
final MBFImage im = ImageUtilities.readMBF(new URL(
"http://fc01.deviantart.net/fs71/i/2013/102/4/a/erica_the_rhino__update_03_by_c_clancy-d61fznp.jpg"));
// final int[] ts = { 0, 1, 2, 4, 16, 32 };
// for (final int t : ts) {
// final long t1 = System.currentTimeMillis();
// final MBFImage proc = im.process(new FGaussianConvolve((float)
// Math.sqrt(t)));
// final long t2 = System.currentTimeMillis();
// final MBFImage proc2 = im.process(new FFastGaussianConvolve((float)
// Math.sqrt(t), 5));
// final long t3 = System.currentTimeMillis();
//
// System.out.println(t + " slow " + (t2 - t1));
// System.out.println(t + " fast " + (t3 - t2));
//
// DisplayUtilities.display(proc.subtract(proc2).abs().threshold(1e-4f));
//
// // ImageUtilities.write(proc, new File("/Users/jsh2/Desktop/level" +
// // t + ".png"));
// }
final DoGSIFTEngineOptions opts = new
DoGSIFTEngineOptions();
final DoGSIFTEngineOptions fastopts = new
DoGSIFTEngineOptions()
{
@Override
public SinglebandImageProcessor
createGaussianBlur(float sigma)
{
return new FFastGaussianConvolve(sigma, 8);
}
};
final DoGSIFTEngine sift = new DoGSIFTEngine(opts);
final DoGSIFTEngine fastsift = new DoGSIFTEngine(fastopts);
final FImage fimg = im.flatten();
for (int i = 0; i < 10; i++) {
final long t1 = System.currentTimeMillis();
System.out.println(sift.findFeatures(fimg).size());
final long t2 = System.currentTimeMillis();
System.out.println(fastsift.findFeatures(fimg).size());
final long t3 = System.currentTimeMillis();
System.out.println((t2 - t1) + " " + (t3 - t2));
}
}
}
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