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Methods for the extraction of low-level image features, including global image features and pixel/patch classification models.
/**
* 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.image.feature.global;
import org.openimaj.feature.DoubleFV;
import org.openimaj.feature.FeatureVectorProvider;
import org.openimaj.image.FImage;
import org.openimaj.image.MBFImage;
import org.openimaj.image.analyser.ImageAnalyser;
import org.openimaj.image.mask.AbstractMaskedObject;
/**
* Extract the average brightness of an image. Brightness can be computed in a
* number of different ways, depending on the chosen {@link Mode}.
*
* @author Jonathon Hare ([email protected])
*/
public class AvgBrightness extends AbstractMaskedObject
implements
ImageAnalyser,
FeatureVectorProvider
{
/**
* Modes for computing brightness.
*
* @author Jonathon Hare ([email protected])
*
*/
public enum Mode {
/**
* Luminance using the NTSC weighting scheme (equivalent to the Y in the
* YUV colour space)
*/
NTSC_LUMINANCE {
@Override
public double computeBrightness(MBFImage image, FImage mask) {
final FImage R = image.getBand(0);
final FImage G = image.getBand(1);
final FImage B = image.getBand(2);
double brightness = 0;
if (mask != null) {
for (int y = 0; y < R.height; y++) {
for (int x = 0; x < R.width; x++) {
if (mask.pixels[y][x] == 1)
brightness += (0.299f * R.pixels[y][x] + 0.587f * G.pixels[y][x] + 0.114f * B.pixels[y][x]);
}
}
} else {
for (int y = 0; y < R.height; y++)
for (int x = 0; x < R.width; x++)
brightness += (0.299f * R.pixels[y][x] + 0.587f * G.pixels[y][x] + 0.114f * B.pixels[y][x]);
}
return brightness / (R.height * R.width);
}
};
/**
* Compute the average brightness of the given image (applying the mask
* if it's not null
).
*
* @param img
* the image to extract the average brightness from
* @param mask
* the mask
* @return the average brightness
*/
public abstract double computeBrightness(MBFImage img, FImage mask);
}
private Mode mode;
private double brightness;
/**
* Construct with the NTSC_LUMINANCE mode and no mask set
*/
public AvgBrightness() {
this(Mode.NTSC_LUMINANCE, null);
}
/**
* Construct with the given mode and no mask set
*
* @param mode
* the {@link Mode}
*/
public AvgBrightness(Mode mode) {
this(mode, null);
}
/**
* Construct with the given mode and a mask.
*
* @param mode
* the {@link Mode}
* @param mask
* the mask.
*/
public AvgBrightness(Mode mode, FImage mask) {
super(mask);
this.mode = mode;
}
@Override
public void analyseImage(MBFImage image) {
brightness = mode.computeBrightness(image, mask);
}
/**
* Get the brightness.
*
* @return the brightness
*/
public double getBrightness() {
return brightness;
}
@Override
public DoubleFV getFeatureVector() {
return new DoubleFV(new double[] { brightness });
}
}
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