
org.openimaj.demos.sandbox.OpticFlowPlayground 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.
package org.openimaj.demos.sandbox;
/**
* 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.
*/
import java.awt.event.KeyAdapter;
import java.awt.event.KeyEvent;
import java.io.DataInputStream;
import java.io.FileInputStream;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.util.Map;
import java.util.Map.Entry;
import javax.swing.JFrame;
import org.openimaj.image.DisplayUtilities;
import org.openimaj.image.FImage;
import org.openimaj.io.IOUtils;
import org.openimaj.math.geometry.point.Point2d;
import org.openimaj.math.geometry.point.Point2dImpl;
import org.openimaj.ml.annotation.bayes.NaiveBayesAnnotator;
import org.openimaj.video.Video;
import org.openimaj.video.capture.VideoCapture;
import org.openimaj.video.processing.motion.GridMotionEstimator;
import org.openimaj.video.processing.motion.MotionEstimator;
import org.openimaj.video.processing.motion.MotionEstimatorAlgorithm;
import org.openimaj.video.translator.MBFImageToFImageVideoTranslator;
public class OpticFlowPlayground {
public static Direction direction = Direction.NONE;
public static void main(String[] args) throws FileNotFoundException, IOException {
// Video capture = new MBFImageToFImageVideoTranslator(new
// VideoCapture(160,120));
final Video capture = new MBFImageToFImageVideoTranslator(new VideoCapture(640, 480));
final MotionEstimatorAlgorithm.TEMPLATE_MATCH alg = new MotionEstimatorAlgorithm.TEMPLATE_MATCH();
final MotionEstimator e = new GridMotionEstimator(capture,
// new MotionEstimatorAlgorithm.PHASE_CORRELATION(),
alg,
30, 30, true);
final NaiveBayesAnnotator dirAnn = IOUtils.read(new DataInputStream(new FileInputStream(
"/Users/ss/.rhino/opticflowann")));
boolean first = true;
for (final FImage fImage : e) {
if (first) {
first = false;
continue;
}
final Point2dImpl meanMotion = new Point2dImpl(0, 0);
final Map analysis = e.getMotionVectors();
for (final Entry line : analysis.entrySet()) {
final Point2d to = line.getKey().copy();
to.translate(line.getValue());
fImage.drawLine(line.getKey(), to, 1f);
fImage.drawPoint(line.getKey(), 1f, 3);
meanMotion.x += line.getValue().getX();
}
meanMotion.x /= analysis.size();
meanMotion.y /= analysis.size();
final JFrame f = DisplayUtilities.displayName(fImage, "frame");
f.addKeyListener(new KeyAdapter() {
@Override
public void keyPressed(KeyEvent e) {
if (e.getKeyChar() == 'l') {
direction = Direction.LEFT;
}
else if (e.getKeyChar() == 'r') {
direction = Direction.RIGHT;
}
else if (e.getKeyCode() == KeyEvent.VK_SPACE) {
direction = Direction.MIDDLE;
}
}
@Override
public void keyReleased(KeyEvent e) {
direction = Direction.NONE;
}
});
if (!(direction == Direction.NONE)) {
System.out.println(String.format("x: %2.2f,%s", meanMotion.x, direction));
dirAnn.train(new DirectionScore(meanMotion.x, direction));
} else {
// final Iterator iterator = dirAnn.classify((double)
// meanMotion.x).getPredictedClasses()
// .iterator();
// // if (iterator.hasNext()) {
// final Direction dir = iterator.next();
// // System.out.println("Current flow: " + dir);
// }
}
}
}
}
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