org.openimaj.demos.facestuff.Alignment Maven / Gradle / Ivy
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package org.openimaj.demos.facestuff;
import java.io.File;
import java.io.IOException;
import java.net.MalformedURLException;
import org.openimaj.image.FImage;
import org.openimaj.image.ImageUtilities;
import org.openimaj.image.processing.face.alignment.AffineAligner;
import org.openimaj.image.processing.face.alignment.FaceAligner;
import org.openimaj.image.processing.face.detection.keypoints.FKEFaceDetector;
import org.openimaj.image.processing.face.detection.keypoints.FacialKeypoint;
import org.openimaj.image.processing.face.detection.keypoints.KEDetectedFace;
import org.openimaj.math.geometry.point.Point2dImpl;
import org.openimaj.math.geometry.transforms.TransformUtilities;
public class Alignment {
public static void main(String[] args) throws MalformedURLException, IOException {
final FImage img = ImageUtilities.readF(new File(
"/Volumes/Raid/face_databases/lfw/Aaron_Peirsol/Aaron_Peirsol_0002.jpg"));
final FKEFaceDetector detector = new FKEFaceDetector(1.6f);
final FaceAligner aligner = new AffineAligner(125, 160, 0.1f);
final KEDetectedFace face = detector.detectFaces(img).get(0);
final int facePatchSize = Math.max(160, 125);
final double size = facePatchSize + 2.0 * facePatchSize * 0.1f;
final double sc = 80 / size;
final float[][] Pmu = {
{ 25.0347f, 34.1802f, 44.1943f, 53.4623f, 34.1208f, 39.3564f, 44.9156f, 31.1454f, 47.8747f },
{ 34.1580f, 34.1659f, 34.0936f, 33.8063f, 45.4179f, 47.0043f, 45.3628f, 53.0275f, 52.7999f } };
FImage model = new FImage(125, 160);
for (int i = 0; i < Pmu[0].length; i++) {
Point2dImpl pt = new Point2dImpl(Pmu[0][i], Pmu[1][i]);
pt = pt.transform(TransformUtilities.scaleMatrixAboutPoint(1 / sc, 1 / sc, new Point2dImpl(Pmu[0][0],
Pmu[1][0])));
model.drawPoint(pt, 1f, 3);
}
for (final FacialKeypoint kpt : face.getKeypoints())
img.drawPoint(
kpt.position.transform(TransformUtilities.translateMatrix(face.getBounds().x, face.getBounds().y)),
1f, 3);
model = model.inverse();
ImageUtilities.write(img, new File("/Users/jsh2/keypoints.png"));
ImageUtilities.write(model, new File("/Users/jsh2/model.png"));
ImageUtilities.write(aligner.align(face), new File("/Users/jsh2/aligned.png"));
}
}
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