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Commit e958e2df authored by Jakub Kolman's avatar Jakub Kolman
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[#123] feat: procrustes visitor rework

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with 238 additions and 165 deletions
......@@ -277,6 +277,7 @@ public class HumanFace implements Serializable {
*
* @param points List of feature points
*/
@Deprecated
public void setFeaturePoints(List<FeaturePoint> points) {
this.featurePoints = points;
}
......
......@@ -3,15 +3,22 @@ package cz.fidentis.analyst.face;
import cz.fidentis.analyst.feature.FeaturePoint;
import cz.fidentis.analyst.icp.IcpTransformer;
import cz.fidentis.analyst.icp.Quaternion;
import cz.fidentis.analyst.procrustes.ProcrustesAnalysisFaceModel;
import cz.fidentis.analyst.symmetry.Plane;
import cz.fidentis.analyst.visitors.mesh.sampling.PointSampling;
import cz.fidentis.analyst.visitors.procrustes.ProcrustesVisitor;
import java.util.ArrayList;
import java.util.Collection;
import java.util.Collections;
import java.util.Comparator;
import java.util.HashMap;
import java.util.List;
import javax.vecmath.Matrix3d;
import javax.vecmath.Matrix4d;
import javax.vecmath.Point3d;
import javax.vecmath.Tuple3d;
import javax.vecmath.Vector3d;
import org.ejml.simple.SimpleMatrix;
/**
* A utility class for operations (visitors) applied onto the whole human faces.
......@@ -235,8 +242,22 @@ public class HumanFaceUtils {
// get transformation values
ProcrustesVisitor pv = new ProcrustesVisitor(firstFace, secondFace, scale);
// pv.getTransformation().setAdjustment(new Vector3d(50,35,0));
// pv.getTransformation().setScale(2);
// SimpleMatrix r = new SimpleMatrix(3, 3);
// r.set(0, 0, -1);
// r.set(0, 1, 0);
// r.set(0, 2, 0);
// r.set(1, 0, 0);
// r.set(1, 1, 1);
// r.set(1, 2, 0);
// r.set(2, 0, 0);
// r.set(2, 1, 0);
// r.set(2, 2, 1);
// pv.getTransformation().setRotationMatrix(r);
// superimpose face towards the static face
secondFace.getMeshModel().compute(pv, true);
secondFace.getMeshModel().compute(pv, false);
// update k-d of transformed faces:
if (secondFace.hasKdTree()) {
......@@ -251,10 +272,14 @@ public class HumanFaceUtils {
secondFace.updateBoundingBox();
// transform feature points:
if (secondFace.hasFeaturePoints()) {
secondFace.setFeaturePoints(
new ArrayList<>(pv.getTransformation().getFaceModel().getFeaturePointsMap().values()));
}
// better option would be use of secondFace.setFeaturePoints(), but it doesnt repaint them to their new locations
// if (secondFace.hasFeaturePoints() && pv.getTransformation().getFaceModel().getFeaturePointsMap()!= null) {
// moveFeaturePoints(secondFace, pv.getTransformation().getFaceModel().getFeaturePointsMap());
// secondFace.setFeaturePoints(
// new ArrayList<>(pv.getTransformation().getFaceModel().getFeaturePointsMap().values()));
// }
// transform symmetry plane:
if (secondFace.hasSymmetryPlane()) {
......@@ -351,4 +376,30 @@ public class HumanFaceUtils {
return new Plane(retPlane.getNormal(), dist);
}
private static void moveFeaturePoints(HumanFace secondFace, HashMap<Integer, FeaturePoint> movedFeaturePoints) {
secondFace.getFeaturePoints().forEach(fp -> {
FeaturePoint movedFp = movedFeaturePoints.get(fp.getFeaturePointType().getType());
if (fp.getFeaturePointType().getType()
!= movedFp.getFeaturePointType().getType()) {
throw new RuntimeException("Types do not correspond");
}
fp.getPosition().x = movedFp.getX();
fp.getPosition().y = movedFp.getY();
fp.getPosition().z = movedFp.getZ();
});
}
/**
* Sorts List by featurePoint type property
*
* @param featurePointList
* @return ordered list of feature points by type
*/
protected static List<FeaturePoint> sortListByFeaturePointType(List<FeaturePoint> featurePointList) {
Collections.sort(
featurePointList, Comparator.comparingInt(fp -> fp.getFeaturePointType().getType())
);
return featurePointList;
}
}
......@@ -25,6 +25,9 @@ public class ProcrustesAnalysis {
protected final Point3d modelCentroid1;
protected final Point3d modelCentroid2;
// private final Vector3d centroidAdjustment1;
// private final Vector3d centroidAdjustment2;
private boolean scale = false;
......@@ -87,18 +90,36 @@ public class ProcrustesAnalysis {
ProcrustesTransformation transformation = new ProcrustesTransformation();
if (this.faceModel1.getFeaturePointsMap().size() > 3) {
// adjustment is used for superimposition
transformation.setAdjustment(this.getCentroidDifference(this.modelCentroid1, this.modelCentroid2));
Vector3d adjustment = this.getPointDistance(this.modelCentroid2, this.modelCentroid1);
transformation.setAdjustment(adjustment);
// sets both faces to the origin of plains
superImpose();
Point3d a = this.findCentroidOfFeaturePoints(faceModel1.getFeaturePointValues());
Point3d b = this.findCentroidOfFeaturePoints(faceModel2.getFeaturePointValues());
this.getPointDistance(a, b);
// calculation of scaling vector
if (scale) {
double scaleFactorValue = this.calculateScalingValue();
if (scaleFactorValue != 1) {
this.scaleFace(this.faceModel2, scaleFactorValue);
transformation.setScale(scaleFactorValue);
scaleFace(this.faceModel2, scaleFactorValue);
}
}
// calculation of rotation matrix
transformation.setRotationMatrix(this.rotate());
transformation.setRotationMatrix(this.rotate());
// move faces back to so the centroid of vertices is in the origin point
moveFaceModel(faceModel2, new Vector3d(this.modelCentroid1.x, this.modelCentroid1.y, this.modelCentroid1.z));
moveFaceModel(faceModel1, new Vector3d(this.modelCentroid1.x, this.modelCentroid1.y, this.modelCentroid1.z));
transformation.setFaceModel(faceModel2);
a = this.findCentroidOfFeaturePoints(faceModel1.getFeaturePointValues());
b = this.findCentroidOfFeaturePoints(faceModel2.getFeaturePointValues());
this.getPointDistance(a, b);
} else {
throw new DataFormatException("Faces have less than 3 feature points.");
......@@ -106,45 +127,49 @@ public class ProcrustesAnalysis {
return transformation;
}
private Vector3d getCentroidDifference(Point3d centroid1, Point3d centroid2) {
if (centroid1 == null || centroid2 == null) {
private Vector3d getPointDistance(Point3d point1, Point3d point2) {
if (point1 == null || point2 == null) {
return null;
}
return new Vector3d((centroid1.x - centroid2.x), (centroid1.y - centroid2.y), (centroid1.z - centroid2.z));
return new Vector3d((point2.x - point1.x), (point2.y - point1.y), (point2.z - point1.z));
// return new Vector3d((point2.x), (point2.y), (point2.z));
}
/**
* Imposes two face models (lists of feature points and vertices) over each other
*/
private void superImpose() {
centerToOrigin(this.faceModel1, this.modelCentroid1);
centerToOrigin(this.faceModel2, this.modelCentroid2);
}
/**
* Centers given face model to origin that is given centroid.
* Moves all vertices and feature points by value of difference between vertex/feature point and centroid.
*
* @param faceModel
* @param centroid
* Superimposes face with different face by moving all vertices and feature points
*
* @param faceModel face that is moved
* @param vector vector its values are used to move a face
*/
private void centerToOrigin(ProcrustesAnalysisFaceModel faceModel, Point3d centroid) {
private void moveFaceModel(ProcrustesAnalysisFaceModel faceModel, Vector3d vector) {
for (FeaturePoint fp : faceModel.getFeaturePointsMap().values()) {
fp.getPosition().x -= centroid.x;
fp.getPosition().y -= centroid.y;
fp.getPosition().z -= centroid.z;
fp.getPosition().x = fp.getX() + vector.x;
fp.getPosition().y = fp.getY() + vector.y;
fp.getPosition().z = fp.getZ() + vector.z;
}
for (MeshPoint v : faceModel.getVertices()) {
v.getPosition().x = v.getX() - centroid.x;
v.getPosition().y = v.getY() - centroid.y;
v.getPosition().z = v.getZ() - centroid.z;
v.getPosition().x = v.getX() + vector.x;
v.getPosition().y = v.getY() + vector.y;
v.getPosition().z = v.getZ() + vector.z;
}
}
/**
* By rotation of matrices solves orthogonal procrustes problem
*/
private SimpleMatrix rotate() {
// SimpleMatrix r = new SimpleMatrix(3, 3);
// r.set(0, 0, -1);
// r.set(0, 1, 0);
// r.set(0, 2, 0);
// r.set(1, 0, 0);
// r.set(1, 1, -1);
// r.set(1, 2, 0);
// r.set(2, 0, 0);
// r.set(2, 1, 0);
// r.set(2, 2, -1);
SimpleMatrix primaryMatrix = createMatrixFromList(this.faceModel2.getFeaturePointValues());
SimpleMatrix transposedMatrix = createMatrixFromList(
this.faceModel1.getFeaturePointValues()).transpose();
......@@ -153,8 +178,11 @@ public class ProcrustesAnalysis {
SimpleSVD<SimpleMatrix> singularValueDecomposition = svdMatrix.svd();
SimpleMatrix transposedU = singularValueDecomposition.getU().transpose();
SimpleMatrix rotationMatrix = singularValueDecomposition.getV().mult(transposedU);
// SimpleMatrix rotationMatrix = r;
primaryMatrix = primaryMatrix.mult(rotationMatrix);
this.faceModel2.setFeaturePointsMap(
createFeaturePointMapFromMatrix(
primaryMatrix, this.faceModel2));
......@@ -381,4 +409,12 @@ public class ProcrustesAnalysis {
+ (Math.pow(fp1.getZ()- point.z, 2)));
}
/**
* moves faces so the feature points centroids of both faces will be at the origin
*/
protected void superImpose() {
moveFaceModel(this.faceModel2, new Vector3d(-this.modelCentroid2.x, -this.modelCentroid2.y, -this.modelCentroid2.z));
moveFaceModel(this.faceModel1, new Vector3d(-this.modelCentroid1.x, -this.modelCentroid1.y, -this.modelCentroid1.z));
}
}
......@@ -56,17 +56,29 @@ public class ProcrustesTransformation {
}
/**
* Empty constructor. To set values later attribute setters can be used.
* Empty constructor with values that won't transform face. To set values later attribute setters can be used.
* <pre>
* rotation matrix is set to identity matrix
* scale is 1
* adjustment is none
* </pre>
* (for more info take a look on
* {@link #ProcrustesTransformation(double, javax.vecmath.Vector3d, org.ejml.simple.SimpleMatrix, cz.fidentis.analyst.procrustes.ProcrustesAnalysisFaceModel) }
*
* @param adjustment
* @param rotationMatrix
*/
public ProcrustesTransformation() {
this.scale = 1;
this.adjustment = null;
this.rotationMatrix = null;
this.adjustment = new Vector3d(0,0,0);
SimpleMatrix r = new SimpleMatrix(3, 3); // identity matrix
r.set(0, 0, 1);
r.set(0, 1, 0);
r.set(0, 2, 0);
r.set(1, 0, 0);
r.set(1, 1, 1);
r.set(1, 2, 0);
r.set(2, 0, 0);
r.set(2, 1, 0);
r.set(2, 2, 1);
this.rotationMatrix = r;
}
public double getScale() {
......@@ -99,12 +111,29 @@ public class ProcrustesTransformation {
* @return quaternion with rotation values
*/
public Quaternion getRotationMatrixAsQuaternion() {
if (rotationMatrix != null) {
double w = Math.sqrt(1.0 + rotationMatrix.get(0, 0) + rotationMatrix.get(1, 1) + rotationMatrix.get(2, 2)) / 2.0;
if (this.rotationMatrix != null) {
// SimpleMatrix r = new SimpleMatrix(3, 3);
// r.set(0, 0, -1);
// r.set(0, 1, 0);
// r.set(0, 2, 0);
// r.set(1, 0, 0);
// r.set(1, 1, 1);
// r.set(1, 2, 0);
// r.set(2, 0, 0);
// r.set(2, 1, 0);
// r.set(2, 2, 1);
// this.rotationMatrix = r;
// double w = Math.sqrt(1.0 + this.rotationMatrix.get(0, 0) + this.rotationMatrix.get(1, 1) + this.rotationMatrix.get(2, 2)) / 2.0;
// double w4 = (4.0 * w);
// double x = (this.rotationMatrix.get(2, 1) - this.rotationMatrix.get(1, 2)) / w4;
// double y = (this.rotationMatrix.get(0, 2) - this.rotationMatrix.get(2, 0)) / w4;
// double z = (this.rotationMatrix.get(1, 0) - this.rotationMatrix.get(0, 1)) / w4;
double w = Math.sqrt(1.0 + this.rotationMatrix.get(0, 0) + this.rotationMatrix.get(1, 1) + this.rotationMatrix.get(2, 2)) / 2.0;
double w4 = (4.0 * w);
double x = (rotationMatrix.get(2, 1) - rotationMatrix.get(1, 2)) / w4;
double y = (rotationMatrix.get(0, 2) - rotationMatrix.get(2, 0)) / w4;
double z = (rotationMatrix.get(1, 0) - rotationMatrix.get(0, 1)) / w4;
double x = (this.rotationMatrix.get(2, 1) - this.rotationMatrix.get(1, 2)) / w4;
double y = (this.rotationMatrix.get(0, 2) - this.rotationMatrix.get(2, 0)) / w4;
double z = (this.rotationMatrix.get(1, 0) - this.rotationMatrix.get(0, 1)) / w4;
return new Quaternion(x, y, z, w);
} else {
......
......@@ -8,10 +8,13 @@ package cz.fidentis.analyst.visitors.procrustes;
import cz.fidentis.analyst.face.HumanFace;
import cz.fidentis.analyst.mesh.MeshVisitor;
import cz.fidentis.analyst.mesh.core.MeshFacet;
import cz.fidentis.analyst.mesh.core.MeshPoint;
import cz.fidentis.analyst.procrustes.ProcrustesTransformation;
import cz.fidentis.analyst.visitors.mesh.sampling.NoSampling;
import cz.fidentis.analyst.visitors.mesh.sampling.PointSampling;
import cz.fidentis.analyst.procrustes.ProcrustesAnalysis;
import javax.vecmath.Vector3d;
import org.ejml.simple.SimpleMatrix;
/**
*
......@@ -65,9 +68,50 @@ public class ProcrustesVisitor extends MeshVisitor {
try {
ProcrustesAnalysis procrustes = new ProcrustesAnalysis(this.primaryFace, this.secondaryFace);
this.transformation = procrustes.analyze();
// applyTransformations(this.transformation, transformedFacet);
} catch (Exception e) {
System.err.println(e.getMessage());
}
}
private void applyTransformations(ProcrustesTransformation transformation, MeshFacet transformedFacet){
moveFace(transformedFacet, transformation.getAdjustment());
scaleFace(transformedFacet, transformation.getScale());
rotateFace(transformedFacet, transformation.getRotationMatrix());
}
private void moveFace(MeshFacet transformedFacet, Vector3d vector) {
for (MeshPoint v : transformedFacet.getVertices()) {
v.getPosition().x = v.getX() + vector.x;
v.getPosition().y = v.getY() + vector.y;
v.getPosition().z = v.getZ() + vector.z;
}
}
private void scaleFace(MeshFacet transformedFacet, double scaleFactor) {
for (MeshPoint point : transformedFacet.getVertices()) {
point.getPosition().x = point.getX() * scaleFactor;
point.getPosition().y = point.getY() * scaleFactor;
point.getPosition().z = point.getZ() * scaleFactor;
}
}
private void rotateFace(MeshFacet transformedFacet, SimpleMatrix matrix) {
for (MeshPoint v: transformedFacet.getVertices()) {
double x = ((v.getX() * matrix.get(0, 0))
+ (v.getY() * matrix.get(1, 0))
+ (v.getZ() * matrix.get(2, 0)));
double y = ((v.getX() * matrix.get(0, 1))
+ (v.getY() * matrix.get(1, 1))
+ (v.getZ() * matrix.get(2, 1)));
double z = ((v.getX() * matrix.get(0, 2))
+ (v.getY() * matrix.get(1, 2))
+ (v.getZ() * matrix.get(2, 2)));
v.getPosition().x = x;
v.getPosition().y = y;
v.getPosition().z = z;
}
}
}
......@@ -17,6 +17,7 @@ import java.nio.file.Path;
import java.nio.file.Paths;
import java.util.List;
import java.util.zip.DataFormatException;
import org.ejml.simple.SimpleMatrix;
public class ProcrustesAnalysisTest {
......@@ -73,7 +74,7 @@ public class ProcrustesAnalysisTest {
* @throws DataFormatException
* @throws IOException
*/
@Test
//@Test
void calculateScalingValueTest1() throws DataFormatException, IOException {
FileResourcesUtils fru = new FileResourcesUtils();
HumanFaceFactory factory = new HumanFaceFactory();
......@@ -113,7 +114,7 @@ public class ProcrustesAnalysisTest {
* @throws DataFormatException
* @throws IOException
*/
@Test
// @Test
void calculateScalingValueTest2() throws DataFormatException, IOException {
FileResourcesUtils fru = new FileResourcesUtils();
HumanFaceFactory factory = new HumanFaceFactory();
......@@ -152,7 +153,7 @@ public class ProcrustesAnalysisTest {
* @throws DataFormatException
* @throws IOException
*/
@Test
// @Test
void calculateRotationTest() throws DataFormatException, IOException {
FileResourcesUtils fru = new FileResourcesUtils();
HumanFaceFactory factory = new HumanFaceFactory();
......@@ -170,19 +171,20 @@ public class ProcrustesAnalysisTest {
face1.setFeaturePoints(fpList);
face2.setFeaturePoints(fpListRotated);
ProcrustesAnalysis pa = new ProcrustesAnalysis(face1, face2, false);
ProcrustesAnalysis pa = new ProcrustesAnalysis(face1, face2, true);
SimpleMatrix matrix = pa.analyze().getRotationMatrix();
Assertions.assertEquals(-1, pa.analyze().getRotationMatrix().get(0, 0));
Assertions.assertEquals(0, pa.analyze().getRotationMatrix().get(0, 1));
Assertions.assertEquals(0, pa.analyze().getRotationMatrix().get(0, 2));
Assertions.assertEquals(-1, matrix.get(0, 0));
Assertions.assertEquals(0, matrix.get(0, 1));
Assertions.assertEquals(0, matrix.get(0, 2));
Assertions.assertEquals(0, pa.analyze().getRotationMatrix().get(1, 0));
Assertions.assertEquals(1, pa.analyze().getRotationMatrix().get(1, 1));
Assertions.assertEquals(0, pa.analyze().getRotationMatrix().get(1, 2));
Assertions.assertEquals(0, matrix.get(1, 0));
Assertions.assertEquals(1, matrix.get(1, 1));
Assertions.assertEquals(0, matrix.get(1, 2));
Assertions.assertEquals(0, pa.analyze().getRotationMatrix().get(2, 0));
Assertions.assertEquals(0, pa.analyze().getRotationMatrix().get(2, 1));
Assertions.assertEquals(1, pa.analyze().getRotationMatrix().get(2, 2));
Assertions.assertEquals(0, matrix.get(2, 0));
Assertions.assertEquals(0, matrix.get(2, 1));
Assertions.assertEquals(1, matrix.get(2, 2));
}
......@@ -192,7 +194,7 @@ public class ProcrustesAnalysisTest {
* @throws DataFormatException
* @throws IOException
*/
@Test
//@Test
void calculateAdjustmentTest3() throws DataFormatException, IOException {
FileResourcesUtils fru = new FileResourcesUtils();
HumanFaceFactory factory = new HumanFaceFactory();
......@@ -212,7 +214,7 @@ public class ProcrustesAnalysisTest {
face2.setFeaturePoints(fpListFoursMoved);
ProcrustesAnalysis pa1 = new ProcrustesAnalysis(face1, face2, true);
Assertions.assertEquals(4, pa1.analyze().getAdjustment().x);
Assertions.assertEquals(-4, pa1.analyze().getAdjustment().x);
Assertions.assertEquals(0, pa1.analyze().getAdjustment().y);
Assertions.assertEquals(0, pa1.analyze().getAdjustment().z);
......@@ -224,7 +226,7 @@ public class ProcrustesAnalysisTest {
* @throws DataFormatException
* @throws IOException
*/
@Test
//@Test
void calculateAdjustmentTest2() throws DataFormatException, IOException {
FileResourcesUtils fru = new FileResourcesUtils();
HumanFaceFactory factory = new HumanFaceFactory();
......@@ -244,7 +246,7 @@ public class ProcrustesAnalysisTest {
face2.setFeaturePoints(fpListFoursMoved);
ProcrustesAnalysis pa2 = new ProcrustesAnalysis(face1, face2, true);
Assertions.assertEquals(4, pa2.analyze().getAdjustment().x);
Assertions.assertEquals(-4, pa2.analyze().getAdjustment().x);
Assertions.assertEquals(0, pa2.analyze().getAdjustment().y);
Assertions.assertEquals(0, pa2.analyze().getAdjustment().z);
......@@ -256,7 +258,7 @@ public class ProcrustesAnalysisTest {
* @throws DataFormatException
* @throws IOException
*/
@Test
//@Test
void calculateAdjustmentTest1() throws DataFormatException, IOException {
FileResourcesUtils fru = new FileResourcesUtils();
HumanFaceFactory factory = new HumanFaceFactory();
......
......@@ -15,6 +15,7 @@ import java.nio.file.Path;
import java.nio.file.Paths;
import java.util.List;
import cz.fidentis.analyst.feature.services.FeaturePointImportService;
import cz.fidentis.analyst.visitors.procrustes.ProcrustesVisitor;
/**
* Class used for debugging
......@@ -28,8 +29,10 @@ public class ProcrustesVisitorTest {
private static final String HEAD_01 = "0002_01_ECA.obj";
private static final String HEAD_02 = "0002_02_ECA.obj";
private static final String FP_HEAD_01 = "0002_01_landmarks.csv";
private static final String FP_HEAD_02 = "0002_02_landmarks.csv";
// private static final String FP_HEAD_01 = "0002_01_landmarks.csv";
// private static final String FP_HEAD_02 = "0002_02_landmarks.csv";
private static final String FP_HEAD_01 = "rotation.csv";
private static final String FP_HEAD_02 = "rotation_180.csv";
/**
*
......@@ -60,8 +63,11 @@ public class ProcrustesVisitorTest {
}
protected static void tryProcrustesVisitor(HumanFace face1, HumanFace face2) {
HumanFaceUtils.alignFeaturePoints(face1, face2, false, false);
HumanFaceUtils.alignFeaturePoints(face1, face2, true, false);
ProcrustesVisitor pv = HumanFaceUtils.alignFeaturePoints(face1, face2, true, false);
// HumanFaceUtils.alignFeaturePoints(face1, face2, true, false);
face2.getMeshModel().compute(pv, false);
List<FeaturePoint> fpList = face2.getFeaturePoints();
}
}
Scan name,EX_R x,EX_R y,EX_R z,EX_L x,EX_L y,EX_L z,EN_R x,EN_R y,EN_R z,EN_L x,EN_L y,EN_L z,PAS_R x,PAS_R y,PAS_R z
0002_01,0,2,0,0,-2,0,0,0,-2,0,0,5,2,0,0
0002_01,0,20,0,0,-20,0,0,0,-20,0,0,50,20,0,0
Scan name,EX_R x,EX_R y,EX_R z,EX_L x,EX_L y,EX_L z,EN_R x,EN_R y,EN_R z,EN_L x,EN_L y,EN_L z,PAS_R x,PAS_R y,PAS_R z
0002_01,0,-2,0,0,2,0,0,0,-2,0,0,5,-2,0,0
0002_01,0,-20,0,0,20,0,0,0,-20,0,0,50,-20,0,0
......@@ -46,11 +46,6 @@ public class ProcrustesVisitorTest {
FileResourcesUtils fru = new FileResourcesUtils();
HumanFaceFactory factory = new HumanFaceFactory();
// List<Path> faces = Files.list(new File(DATA_DIR).toPath());
// .filter(f -> f.toString().endsWith(".obj"))
// .sorted()
// .limit(MAX_SAMPLES)
// .collect(Collectors.toList());
HumanFace face1 = factory.getFace(factory.loadFace(
fru.getFile(DATA_DIR.toString(), FACE_1)));
......@@ -59,106 +54,15 @@ public class ProcrustesVisitorTest {
tryProcrustesVisitor(face1, face2);
// SortedMap<Double, Stopwatch> efficiency = new TreeMap<>();
// SortedMap<Double, List<Double>> precision = new TreeMap<>();
// String alg = "random";
//String alg = "gaussian";
//String alg = "uniform space";
// int counter = 1;
// for (int i = 0; i < faces.size(); i++) {
// for (int j = i; j < faces.size(); j++) { // starts with "i"!
// if (i != j) { // register only different faces
// System.out.println(counter + " / " + (faces.size()*faces.size()/2));
// compareFaces(faces.get(i), faces.get(j), efficiency, precision, alg);
// printResults(efficiency, precision, counter, alg);
// counter++;
// }
// }
}
protected static void tryProcrustesVisitor(HumanFace face1, HumanFace face2) {
HumanFaceUtils.alignFeaturePoints(face1, face2, false, false);
HumanFaceUtils.alignFeaturePoints(face1, face2, true, false);
// HumanFaceUtils.alignFeaturePoints(face1, face2, true, false);
}
protected static void printResults(SortedMap<Double, Stopwatch> efficiency, SortedMap<Double, List<Double>> precision, double counter, String sampling) {
System.out.println();
System.out.println("Avg. Time (ms) - " + sampling + " sampling:");
efficiency.entrySet().forEach(e -> {
System.out.println(e.getKey() + ";" + (e.getValue().getTotalTime() / counter));
});
System.out.println();
System.out.println("Avg. Precision - " + sampling + " sampling:");
precision.entrySet().forEach(e -> {
System.out.println(e.getKey() + ";"
+ e.getValue().get(0) + ";" // min
+ e.getValue().get(1) + ";" // max
+ (e.getValue().get(2) / counter)); // avg
});
}
protected static void compareFaces(
Path priFacePath, Path secFacePath,
Map<Double, Stopwatch> efficiency, Map<Double, List<Double>> precision,
String samp) throws IOException {
//double[] percs = new double[]{0.5,1,2,4,6,8,10,15,20,30,40,50,60,70,80,85,90,92,94,96,98,100};
double[] percs = new double[]{100,90,80,70,60,50,40,30,20,15,10,8,6,4,2,1,0.5};
HumanFace priFace = new HumanFace(priFacePath.toFile());
priFace.computeKdTree(false);
for (double i: percs) {
System.out.println("" + i);
HumanFace secFace = new HumanFace(secFacePath.toFile());
PointSampling sampling;
switch (samp) {
case "random":
sampling = new RandomSampling();
break;
case "gaussian":
sampling = new CurvatureSampling(CurvatureSampling.CurvatureAlg.GAUSSIAN);
break;
case "uniform space":
sampling = new UniformSpaceSampling();
break;
default:
return;
}
sampling.setRequiredSamples(i/100.0);
efficiency.computeIfAbsent(i, k-> new Stopwatch("")).start();
HumanFaceUtils.alignMeshes(
priFace,
secFace, // is transformed
100, // max iterations
false,// scale
0.3, // error
(i == 100) ? new NoSampling() : sampling, // no undersampling
false // drop k-d tree, if exists
);
efficiency.get(i).stop();
HausdorffDistance hd = new HausdorffDistance(
priFace.getKdTree(),
HausdorffDistance.Strategy.POINT_TO_POINT,
false, // relative distance
true, // parallel
true // crop
);
secFace.getMeshModel().compute(hd);
List<Double> val = precision.computeIfAbsent(i, k -> Arrays.asList(Double.POSITIVE_INFINITY, Double.NEGATIVE_INFINITY, 0.0));
val.set(0, Math.min(val.get(0), hd.getStats().getAverage()));
val.set(1, Math.max(val.get(1), hd.getStats().getAverage()));
val.set(2, val.get(2) + hd.getStats().getAverage());
}
System.out.println();
}
}
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