org.openimaj.demos.video.videosift.VideoPatchHistogram Maven / Gradle / Ivy
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* Copyright (c) 2011, The University of Southampton and the individual contributors.
* All rights reserved.
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* are permitted provided that the following conditions are met:
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* * Redistributions of source code must retain the above copyright notice,
* this list of conditions and the following disclaimer.
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* * Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
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* 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
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package org.openimaj.demos.video.videosift;
import java.awt.event.KeyEvent;
import java.awt.event.KeyListener;
import java.util.ArrayList;
import java.util.List;
import javax.swing.JFrame;
import javax.swing.SwingUtilities;
import org.openimaj.demos.video.utils.PolygonDrawingListener;
import org.openimaj.demos.video.utils.PolygonExtractionProcessor;
import org.openimaj.feature.local.matcher.consistent.ConsistentLocalFeatureMatcher2d;
import org.openimaj.image.FImage;
import org.openimaj.image.MBFImage;
import org.openimaj.image.colour.RGBColour;
import org.openimaj.image.feature.local.engine.DoGSIFTEngine;
import org.openimaj.image.feature.local.keypoints.Keypoint;
import org.openimaj.image.model.patch.HistogramPatchModel;
import org.openimaj.video.VideoDisplay;
import org.openimaj.video.VideoDisplayListener;
import org.openimaj.video.capture.VideoCapture;
public class VideoPatchHistogram implements KeyListener, VideoDisplayListener {
VideoCapture capture;
VideoDisplay videoFrame;
JFrame modelFrame;
JFrame matchFrame;
MBFImage modelImage;
ConsistentLocalFeatureMatcher2d matcher;
private DoGSIFTEngine engine;
private PolygonDrawingListener polygonListener;
private boolean learnMode = false;
private HistogramPatchModel hmodel;
private boolean viewMode = false;
private List learningFrames;
public VideoPatchHistogram() throws Exception {
capture = new VideoCapture(640, 480);
polygonListener = new PolygonDrawingListener();
videoFrame = VideoDisplay.createVideoDisplay(capture);
SwingUtilities.getRoot(videoFrame.getScreen()).addKeyListener(this);
videoFrame.getScreen().addMouseListener(polygonListener);
videoFrame.addVideoListener(this);
engine = new DoGSIFTEngine();
engine.getOptions().setDoubleInitialImage(false);
hmodel = new HistogramPatchModel(10,10,10);
this.learningFrames = new ArrayList();
}
@Override
public void afterUpdate(VideoDisplay display) {
}
@Override
public void beforeUpdate(MBFImage frame) {
if(learnMode){
System.out.println("Adding frame");
if(this.learningFrames.size()>5)
this.learningFrames.remove(0);
this.learningFrames.add(frame.process(new PolygonExtractionProcessor(this.polygonListener.getPolygon(),RGBColour.BLACK)));
}
if(viewMode){
FImage guess = this.hmodel.classifyImage(frame).normalise();
// FImage greyFrame = Transforms.calculateIntensity(frame);
// for(int y = 0; y < guess.height; y++){
// for(int x = 0; x < guess.width; x++){
// if(guess.pixels[y][x] < 0.1){
// Float greyP = greyFrame.getPixel(x, y);
// frame.setPixel(x, y, new Float[]{greyP,greyP,greyP});
// }
//
// }
// }
frame.internalAssign(new MBFImage(new FImage[]{guess, guess, guess}));
}
this.polygonListener.drawPoints(frame);
}
@Override
public void keyPressed(KeyEvent key) {
if(key.getKeyCode() == KeyEvent.VK_SPACE) {
this.videoFrame.togglePause();
}
if (key.getKeyChar() == 'v' ) {
this.viewMode = !this.viewMode ;
}
if (key.getKeyChar() == 'c' && this.polygonListener.getPolygon().getVertices().size()>2) {
try {
if(!this.learnMode)
{
this.learnMode = true;
}
else{
this.polygonListener.reset();
this.hmodel.learnModel(this.learningFrames.toArray(new MBFImage[this.learningFrames.size()]));
this.learnMode = false;
}
} catch (Exception e) {
e.printStackTrace();
}
}
}
@Override
public void keyReleased(KeyEvent arg0) {
// TODO Auto-generated method stub
}
@Override
public void keyTyped(KeyEvent arg0) {
// TODO Auto-generated method stub
}
public static void main(String args[]) throws Exception{
new VideoPatchHistogram();
}
}
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