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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.image.feature.local.affine;
import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException;
import java.io.PrintWriter;
import java.util.Scanner;
import org.openimaj.image.feature.local.keypoints.Keypoint;
import org.openimaj.image.feature.local.keypoints.KeypointLocation;
import org.openimaj.image.processing.transform.AffineParams;
/**
* An extension of a {@link Keypoint} that holds the {@link AffineParams} and
* simulation index of the affine simulation from which it was detected.
*
* @author Jonathon Hare ([email protected])
*
*/
public class AffineSimulationKeypoint extends Keypoint {
private static final long serialVersionUID = 1L;
/**
* The affine simulation parameters of the keypoint
*/
public AffineParams affineParams;
/**
* The simulation index of the keypoint; this corresponds to the simulation
* in which the keypoint was detected.
*/
public int index;
/**
* Construct with the given feature vector length. The parameters are set to
* zero tilt and rotation.
*
* @param length
* the length of the feature vector
*/
public AffineSimulationKeypoint(int length) {
super(length);
this.affineParams = new AffineParams();
}
/**
* Construct from the given parameters
*
* @param k
* a keypoint
* @param afParams
* the affine simulation parameters
* @param index
* the affine simulation index
*/
public AffineSimulationKeypoint(Keypoint k, AffineParams afParams, int index) {
super(k);
this.affineParams = new AffineParams();
this.affineParams.theta = afParams.theta;
this.affineParams.tilt = afParams.tilt;
this.index = index;
}
/**
* A {@link KeypointLocation} extended to hold a rotation, tilt and index
* corresponding to an affine simulation.
*
* @author Jonathon Hare ([email protected])
*
*/
public static class AffineSimulationKeypointLocation extends KeypointLocation {
private static final long serialVersionUID = 1L;
/**
* The rotation angle
*/
public float theta;
/**
* The amount of tilt
*/
public float tilt;
/**
* The simulation index
*/
public int index;
/**
* Construct with zero tilt and rotation.
*/
public AffineSimulationKeypointLocation() {
super();
}
/**
* Construct with the given parameters
*
* @param x
* x-ordinate of feature
* @param y
* y-ordinate of feature
* @param scale
* scale of feature
* @param ori
* orientation of feature
* @param theta
* rotation of the simulation from which the feature was
* extracted
* @param tilt
* tilt of the simulation from which the feature was
* extracted
* @param index
* index of the simulation from which the feature was
* extracted
*/
public AffineSimulationKeypointLocation(float x, float y, float scale, float ori, float theta, float tilt,
int index)
{
super(x, y, ori, scale);
this.theta = theta;
this.tilt = tilt;
this.index = index;
}
@Override
public void writeBinary(DataOutput out) throws IOException {
out.writeFloat(this.x);
out.writeFloat(this.y);
out.writeFloat(this.scale);
out.writeFloat(this.orientation);
out.writeFloat(theta);
out.writeFloat(tilt);
out.writeInt(index);
}
@Override
public void writeASCII(PrintWriter out) throws IOException {
/* Output data for the keypoint. */
out.format("%4.2f %4.2f %4.2f %4.3f %4.3f %4.3f %d", y, x, scale, orientation, theta, tilt, index);
out.println();
}
@Override
public void readBinary(DataInput in) throws IOException {
super.readBinary(in);
theta = in.readFloat();
tilt = in.readFloat();
index = in.readInt();
}
@Override
public void readASCII(Scanner in) throws IOException {
super.readASCII(in);
theta = in.nextFloat();
tilt = in.nextFloat();
String indexString = in.next();
final int dotIndex = indexString.indexOf(".");
if (dotIndex != -1)
indexString = indexString.substring(0, dotIndex);
index = Integer.parseInt(indexString);
}
@Override
public Float getOrdinate(int dimension) {
final float[] pos = { x, y, scale, orientation, theta, tilt, index };
return pos[dimension];
}
}
@Override
public AffineSimulationKeypointLocation getLocation() {
return new AffineSimulationKeypointLocation(x, y, scale, ori, this.affineParams.theta, this.affineParams.tilt,
this.index);
}
@Override
public void setLocation(KeypointLocation location) {
super.setLocation(location);
this.affineParams = new AffineParams();
this.affineParams.theta = ((AffineSimulationKeypointLocation) location).theta;
this.affineParams.tilt = ((AffineSimulationKeypointLocation) location).tilt;
this.index = ((AffineSimulationKeypointLocation) location).index;
}
@Override
public Float getOrdinate(int dimension) {
final float[] pos = { x, y, scale, ori, this.affineParams.theta, this.affineParams.tilt, index };
return pos[dimension];
}
@Override
public String toString() {
return "AffineKeypoint(" + this.affineParams.theta + "," + this.affineParams.tilt + "," + super.toString() + ")";
}
}
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