boofcv.alg.sfm.robust.GenerateScaleTranslateRotate2D Maven / Gradle / Ivy
/*
* Copyright (c) 2011-2015, Peter Abeles. All Rights Reserved.
*
* This file is part of BoofCV (http://boofcv.org).
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package boofcv.alg.sfm.robust;
import boofcv.alg.geo.robust.GenerateAffine2D;
import boofcv.struct.geo.AssociatedPair;
import boofcv.struct.sfm.ScaleTranslateRotate2D;
import georegression.struct.affine.Affine2D_F64;
import org.ddogleg.fitting.modelset.ModelGenerator;
import org.ejml.data.DenseMatrix64F;
import org.ejml.factory.DecompositionFactory;
import org.ejml.interfaces.decomposition.SingularValueDecomposition;
import org.ejml.ops.CommonOps;
import java.util.List;
/**
* Estimates a {@link boofcv.struct.sfm.ScaleTranslateRotate2D} from three 2D point correspondences.
* The transform will take a point from p1 to p2. First the affine transform is found using the standard
* linear equation. Scale and translation are found by finding a bit fit solution using SVD.
*
* NOTE: The found solution is not going to be optimal due to the initial approximation using an affine transform.
*
* @author Peter Abeles
*/
public class GenerateScaleTranslateRotate2D
implements ModelGenerator
{
private Affine2D_F64 affine = new Affine2D_F64();
private GenerateAffine2D generateAffine = new GenerateAffine2D();
private DenseMatrix64F R = new DenseMatrix64F(2,2);
private DenseMatrix64F U = new DenseMatrix64F(2,2);
private DenseMatrix64F V = new DenseMatrix64F(2,2);
private SingularValueDecomposition svd = DecompositionFactory.svd(2,2,true,true,true);
@Override
public boolean generate(List dataSet, ScaleTranslateRotate2D output) {
if( !generateAffine.generate(dataSet,affine) )
return false;
R.data[0] = affine.a11;
R.data[1] = affine.a12;
R.data[2] = affine.a21;
R.data[3] = affine.a22;
if( !svd.decompose(R) )
return false;
// determinant of a rotation matrix is 1. Assume that scale makes it not one
double sv[] = svd.getSingularValues();
output.scale = (sv[0]+sv[1])/2.0;
if( output.scale < 0 )
throw new RuntimeException("Handle this case");
svd.getU(U, false);
svd.getV(V, false);
CommonOps.multTransB(U, V, R);
if( CommonOps.det(R) < 0 ) {
// There are situations where R might not have a determinant of one and is instead
// a reflection is returned
for( int i = 0; i < 2; i++ )
V.set( i, 1, -V.get( i, 1 ) );
CommonOps.mult(U, V, R);
}
// theta = atan2( sin(theta) , cos(theta) )
output.theta = Math.atan2( -R.data[1], R.data[0] );
output.transX = affine.tx;
output.transY = affine.ty;
return true;
}
@Override
public int getMinimumPoints() {
return 3;
}
}
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