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BoofCV is an open source Java library for real-time computer vision and robotics applications.
/*
* Copyright (c) 2021, 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.geo;
import boofcv.misc.BoofLambdas;
import org.ejml.data.DMatrixRMaj;
import org.ejml.dense.row.CommonOps_DDRM;
import org.ejml.dense.row.SingularOps_DDRM;
import org.ejml.dense.row.factory.DecompositionFactory_DDRM;
import org.ejml.interfaces.decomposition.SingularValueDecomposition_F64;
/**
* Forces the smallest singular value in the matrix to be zero
*
* @author Peter Abeles
*/
@SuppressWarnings({"NullAway.Init"})
public class MassageSingularValues {
protected SingularValueDecomposition_F64 svd;
// SVD decomposition of F = U*S*V^T
protected DMatrixRMaj U;
protected DMatrixRMaj W;
protected DMatrixRMaj V;
protected DMatrixRMaj temp0 = new DMatrixRMaj(1, 1);
// Used to massage the singular values
BoofLambdas.ProcessObject massageSingular;
public MassageSingularValues( SingularValueDecomposition_F64 svd,
BoofLambdas.ProcessObject massageSingular ) {
this.svd = svd;
this.massageSingular = massageSingular;
}
public MassageSingularValues( BoofLambdas.ProcessObject massageSingular ) {
svd = DecompositionFactory_DDRM.svd(true, true, true);
this.massageSingular = massageSingular;
}
public MassageSingularValues() {
this(F -> {});
}
/**
* Massages the input matrix with the user provided function.
*
* @return true if svd returned true.
*/
public boolean process( DMatrixRMaj E ) {
return process(E, massageSingular);
}
/**
* Massages the input matrix with the user provided function
*
* @param E Input matrix that has its singular values modified
* @param massageSingular Function which massages the singular values
* @return true if svd returned true.
*/
public boolean process( DMatrixRMaj E, BoofLambdas.ProcessObject massageSingular ) {
if (!svd.decompose(E)) {
return false;
}
V = svd.getV(V, false);
U = svd.getU(U, false);
W = svd.getW(W);
SingularOps_DDRM.descendingOrder(U, false, W, V, false);
massageSingular.process(W);
// recompute the input matrix
CommonOps_DDRM.mult(U, W, temp0);
CommonOps_DDRM.multTransB(temp0, V, E);
return true;
}
}
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