001/**
002 * Copyright (c) 2011, The University of Southampton and the individual contributors.
003 * All rights reserved.
004 *
005 * Redistribution and use in source and binary forms, with or without modification,
006 * are permitted provided that the following conditions are met:
007 *
008 *   *  Redistributions of source code must retain the above copyright notice,
009 *      this list of conditions and the following disclaimer.
010 *
011 *   *  Redistributions in binary form must reproduce the above copyright notice,
012 *      this list of conditions and the following disclaimer in the documentation
013 *      and/or other materials provided with the distribution.
014 *
015 *   *  Neither the name of the University of Southampton nor the names of its
016 *      contributors may be used to endorse or promote products derived from this
017 *      software without specific prior written permission.
018 *
019 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
020 * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
021 * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
022 * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR
023 * ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
024 * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
025 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
026 * ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
027 * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
028 * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
029 */
030package org.openimaj.math.geometry.transforms.residuals;
031
032import java.util.List;
033
034import org.openimaj.math.geometry.point.Point2d;
035import org.openimaj.math.geometry.transforms.MatrixTransformProvider;
036import org.openimaj.math.model.Model;
037import org.openimaj.math.model.fit.residuals.ResidualCalculator;
038import org.openimaj.util.pair.IndependentPair;
039
040import Jama.Matrix;
041
042/**
043 * Compute the algebraic residuals of points mapped by a 2d homogeneous
044 * transform (i.e. a 3x3 transform matrix). This is equivalent to the residuals
045 * minimised when using the Direct Linear Transform method (i.e. minimising
046 * |Ah|) used for estimating the transform.
047 * 
048 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk)
049 * 
050 * @param <M>
051 */
052public class AlgebraicResidual2d<M extends Model<Point2d, Point2d> & MatrixTransformProvider>
053                implements
054                ResidualCalculator<Point2d, Point2d, M>
055{
056        private Matrix transform;
057
058        @Override
059        public void setModel(M model) {
060                this.transform = model.getTransform();
061
062                if (transform.getRowDimension() != 3 || transform.getColumnDimension() != 3)
063                        throw new IllegalArgumentException("Transform matrix must be 3x3");
064        }
065
066        @Override
067        public double computeResidual(IndependentPair<Point2d, Point2d> data) {
068                final Point2d p1 = data.getFirstObject();
069                final Point2d p2 = data.getSecondObject();
070
071                final float x = p1.getX();
072                final float y = p1.getY();
073                final float X = p2.getX();
074                final float Y = p2.getY();
075
076                final double h11 = transform.get(0, 0);
077                final double h12 = transform.get(0, 1);
078                final double h13 = transform.get(0, 2);
079                final double h21 = transform.get(1, 0);
080                final double h22 = transform.get(1, 1);
081                final double h23 = transform.get(1, 2);
082                final double h31 = transform.get(2, 0);
083                final double h32 = transform.get(2, 1);
084                final double h33 = transform.get(2, 2);
085
086                final double s1 = x * h11 + y * h12 + h13 - x * X * h31 - y * X * h32 - X * h33;
087                final double s2 = x * h21 + y * h22 + h23 - x * Y * h31 - y * Y * h32 - Y * h33;
088
089                return s1 * s1 + s2 * s2;
090        }
091
092        @Override
093        public void computeResiduals(List<? extends IndependentPair<Point2d, Point2d>> data, double[] residuals) {
094                for (int i = 0; i < data.size(); i++) {
095                        residuals[i] = computeResidual(data.get(i));
096                }
097        }
098}