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Methods for the extraction of local features. Local features
are descriptions of regions of images (SIFT, ...) selected by
detectors (Difference of Gaussian, Harris, ...).
/**
* 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.feature.local.matcher;
import java.awt.event.KeyEvent;
import java.awt.event.KeyListener;
import java.awt.event.MouseEvent;
import java.awt.event.MouseMotionListener;
import java.util.ArrayList;
import java.util.List;
import javax.swing.JFrame;
import org.openimaj.image.DisplayUtilities;
import org.openimaj.image.Image;
import org.openimaj.image.feature.local.keypoints.Keypoint;
import org.openimaj.image.renderer.ImageRenderer;
import org.openimaj.math.geometry.line.Line2d;
import org.openimaj.math.geometry.point.Point2d;
import org.openimaj.math.geometry.point.Point2dImpl;
import org.openimaj.util.pair.IndependentPair;
import org.openimaj.util.pair.Pair;
/**
* Drawing utility useful for drawing two images and the matches between their feature points
*
* @author Jonathon Hare ([email protected])
* @author Sina Samangooei ([email protected])
*
*/
public class MatchingUtilities {
/**
* Draw matches between two images in the given colour.
* Places the images side-by-side and draws a line
* for each match.
*
* @param Pixel type
* @param Image type
* @param im1 first image
* @param im2 second image
* @param matches matched features between images
* @param col the colour to draw in
* @return image drawn on
*/
public static > I drawMatches(I im1, I im2, List extends Pair extends Point2d>> matches, T col) {
int newwidth = im1.getWidth() + im2.getWidth();
int newheight = Math.max(im1.getHeight(), im2.getHeight());
I out = im1.newInstance(newwidth, newheight);
ImageRenderer renderer = out.createRenderer();
renderer.drawImage(im1, 0, 0);
renderer.drawImage(im2, im1.getWidth(), 0);
if (matches!=null) {
for (Pair extends Point2d> p : matches) {
renderer.drawLine( (int)p.firstObject().getX() + im1.getWidth(),
(int)p.firstObject().getY(),
(int)p.secondObject().getX(),
(int)p.secondObject().getY(),
1,col);
}
}
return out;
}
/**
* Draw two sets of matches between two images in the given colours.
* Places the images side-by-side and draws a line
* for each match.
*
* @param Pixel type
* @param Image type
* @param im1 first image
* @param im2 second image
* @param matches first set of matched features between images
* @param col the colour to draw first set of matches in
* @param matches2 second set of matched features between images
* @param col2 the colour to draw second set of matches in
* @return image drawn on
*/
public static > I drawMatches(I im1, I im2, List extends Pair extends Point2d>> matches, T col, List extends Pair extends Point2d>> matches2, T col2) {
int newwidth = im1.getWidth() + im2.getWidth();
int newheight = Math.max(im1.getHeight(), im2.getHeight());
I out = im1.newInstance(newwidth, newheight);
ImageRenderer renderer = out.createRenderer();
renderer.drawImage(im1, 0, 0);
renderer.drawImage(im2, im1.getWidth(), 0);
if (matches!=null) {
for (Pair extends Point2d> p : matches) {
renderer.drawLine( (int)p.firstObject().getX() + im1.getWidth(),
(int)p.firstObject().getY(),
(int)p.secondObject().getX(),
(int)p.secondObject().getY(),
col);
}
}
if (matches2!=null) {
for (Pair extends Point2d> p : matches2) {
renderer.drawLine( (int)p.firstObject().getX() + im1.getWidth(),
(int)p.firstObject().getY(),
(int)p.secondObject().getX(),
(int)p.secondObject().getY(),
col2);
}
}
return out;
}
/**
* Draw matches between two images in the given colour. The
* lines representing the matches are drawn on a copy of the
* input image. The positions of the matches should represent
* valid points in the input image.
*
* @param Pixel type
* @param Image type
* @param image first image
* @param matches matched features between images
* @param col the colour to draw in
* @return image drawn on
*/
public static > I drawMatches(I image, List> matches, T col) {
I out = image.clone();
ImageRenderer renderer = out.createRenderer();
if (matches!=null) {
for (IndependentPair extends Point2d, ? extends Point2d> p : matches) {
renderer.drawLine( (int)p.firstObject().getX(),
(int)p.firstObject().getY(),
(int)p.secondObject().getX(),
(int)p.secondObject().getY(),
col);
}
}
return out;
}
static class MouseOverFeatureListener> implements MouseMotionListener, KeyListener{
private JFrame frame;
private List> matches;
private T colour;
private I im1;
private I im2;
private boolean allMode;
public MouseOverFeatureListener(I im1,I im2, JFrame frame,List> matches, T colour) {
this.im1 = im1;
this.im2 = im2;
this.frame = frame;
this.matches = matches;
this.colour = colour;
this.allMode = false;
}
@Override
public void mouseDragged(MouseEvent arg0) {
// Do nothing
}
@Override
public void mouseMoved(MouseEvent arg0) {
List> toDisplay = null;
if(allMode) {
toDisplay = this.matches;
} else {
Point2d mousePoint = new Point2dImpl(arg0.getX()-im1.getWidth(),arg0.getY());
toDisplay = new ArrayList>();
for(Pair kpair : matches){
Keypoint toCompare = kpair.firstObject();
if(Line2d.distance(mousePoint, toCompare) < 10){
toDisplay.add(kpair);
}
}
}
I image = MatchingUtilities.drawMatches(im1, im2, toDisplay, this.colour);
DisplayUtilities.display(image,frame);
}
@Override
public void keyPressed(KeyEvent key) {
keyTyped(key);
}
@Override
public void keyReleased(KeyEvent arg0) {
// Do nothing
}
@Override
public void keyTyped(KeyEvent key) {
if(key.getKeyCode() == KeyEvent.VK_SPACE) allMode = !allMode;
}
}
/**
* Create an interactive display of matches between two images.
*
* @param Pixel type
* @param Image type
* @param im1 first image
* @param im2 second image
* @param matches matched features between images
* @param col the colour to draw in
*/
public static > void displayMouseOverMatches(I im1, I im2,List> matches, T col) {
int newwidth = im1.getWidth() + im2.getWidth();
int newheight = Math.max(im1.getHeight(), im2.getHeight());
I out = im1.newInstance(newwidth, newheight);
ImageRenderer renderer = out.createRenderer();
renderer.drawImage(im1, 0, 0);
renderer.drawImage(im2, im1.getWidth(), 0);
JFrame frame = DisplayUtilities.display(out);
MouseOverFeatureListener mofl = new MouseOverFeatureListener(im1, im2, frame, matches, col);
frame.addKeyListener(mofl);
frame.getContentPane().addMouseMotionListener(mofl);
}
}
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