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- using System;
- using System.Collections.Generic;
- using System.Linq;
- using System.Text;
- using System.Threading.Tasks;
- using System.Drawing;
- using Emgu.CV;
- using Emgu.CV.Structure;
- using bbiwarg.Utility;
- using bbiwarg.Images;
- using bbiwarg.Detectors.Fingers;
- using bbiwarg.Graphics;
- namespace bbiwarg.Detectors.Palm
- {
- class PalmDetector
- {
- private int width, height;
- private DepthImage depthImage;
- private EdgeImage edgeImage;
- private OutputImage outputImage;
- private Image<Gray, Byte> handImage;
- private Image<Gray, Byte> pointingHandMask;
- private List<Finger> fingers;
- private Contour<Point> palmContour;
- private List<MCvConvexityDefect> convexityDefects;
- private static Kalman2DPositionFilter thumbDefactFilter;
- private bool valid = false;
- private Vector2D topLeft;
- private Vector2D topRight;
- private Vector2D bottomLeft;
- private Vector2D bottomRight;
- public Quadrangle PalmQuad;
- public PalmDetector(DepthImage depthImage, EdgeImage edgeImage, List<Finger> detectedFingers, OutputImage outputImage)
- {
- // TODO: determine which fingers are index or thumb-fingers and detect palm in thumb-hand
- width = depthImage.Width;
- height = depthImage.Height;
- this.depthImage = depthImage;
- this.edgeImage = edgeImage;
- this.outputImage = outputImage;
- // dst = (src > (MaxDepth - MinDepth)) ? 0 : 1
- handImage = depthImage.Image.ThresholdBinaryInv(new Gray(depthImage.MaxDepth - depthImage.MinDepth - 1), new Gray(1)).Convert<Gray, Byte>();
- fingers = getFingersWithoutThumb(detectedFingers);
- buildPointingHandMask();
- handImage = handImage.And(pointingHandMask);
-
- findLongestPalmContour();
- if (palmContour != null)
- {
- findConvexityDefactsSortedByDepth();
- removeConvexityDefectsNearFingerTips();
- findHandPoints();
- if (valid)
- {
- draw();
- }
- }
- }
- public static void resetFilter()
- {
- thumbDefactFilter = null;
- }
- private List<Finger> getFingersWithoutThumb(List<Finger> detectedFingers)
- {
- Finger leftMost = null;
- float minX = float.MaxValue;
- foreach (Finger f in detectedFingers)
- {
- float midX = ((f.Hand + f.Tip) / 2).X;
- if (midX < minX)
- {
- minX = midX;
- leftMost = f;
- }
- }
- List<Finger> result = new List<Finger>();
- foreach (Finger f in detectedFingers)
- {
- if (f != leftMost)
- result.Add(f);
- }
- return result;
- }
- private void fillFingerSlices(Image<Gray, Byte> image, byte val)
- {
- foreach (Finger f in fingers)
- {
- foreach (FingerSlice s in f.SliceTrail.Slices)
- {
- image.Draw(new LineSegment2DF(s.Start, s.End), new Gray(val), 1);
- }
- }
- }
- private Finger getLongestFinger()
- {
- float maxLength = 0;
- Finger longest = null;
- foreach (Finger f in fingers)
- {
- if (f.LineSegment.Length > maxLength)
- {
- maxLength = f.LineSegment.Length;
- longest = f;
- }
- }
- return longest;
- }
- private Point getPointInPointingHand()
- {
- Finger finger = getLongestFinger();
- if (finger == null)
- return new Point(0, 0);
- Vector2D direction = (finger.Hand - finger.Tip).normalize();
- Vector2D pos = finger.Hand + 20 * direction;
- return new Point(HelperFunctions.thresholdRange<int>(0, width - 1, pos.IntX), HelperFunctions.thresholdRange<int>(0, height - 1, pos.IntY));
- }
- private void buildPointingHandMask()
- {
- pointingHandMask = new Image<Gray, byte>(width, height, new Gray(0));
- fillFingerSlices(pointingHandMask, 1);
- pointingHandMask = pointingHandMask.Dilate(1);
- // dst = (src > 0) ? 1 : 0;
- pointingHandMask = pointingHandMask.Or(edgeImage.Image.ThresholdBinary(new Gray(0), new Gray(1)));
- pointingHandMask = pointingHandMask.Dilate(1);
-
- MCvConnectedComp tmp = new MCvConnectedComp();
- // fill with value 2
- CvInvoke.cvFloodFill(pointingHandMask.Ptr, getPointInPointingHand(), new MCvScalar(2), new MCvScalar(0), new MCvScalar(0), out tmp, 0, IntPtr.Zero);
- // dst = (src > 1) ? 0 : 1 (src > 1 <-> src == 2 <-> src filled by flood fill)
- pointingHandMask = pointingHandMask.ThresholdBinaryInv(new Gray(1), new Gray(1));
- pointingHandMask = pointingHandMask.Erode(1);
- fillFingerSlices(pointingHandMask, 0);
- pointingHandMask = pointingHandMask.Erode(2);
- }
- private void findLongestPalmContour()
- {
- Contour<Point> contour = handImage.FindContours(Emgu.CV.CvEnum.CHAIN_APPROX_METHOD.CV_CHAIN_APPROX_SIMPLE, Emgu.CV.CvEnum.RETR_TYPE.CV_RETR_EXTERNAL);
- palmContour = contour;
- double maxPerimeter = 0;
- while (contour != null)
- {
- if (contour.Perimeter > maxPerimeter)
- {
- maxPerimeter = contour.Perimeter;
- palmContour = contour;
- }
- contour = contour.HNext;
- }
- }
- private void findConvexityDefactsSortedByDepth()
- {
- convexityDefects = new List<MCvConvexityDefect>(palmContour.GetConvexityDefacts(new MemStorage(), Emgu.CV.CvEnum.ORIENTATION.CV_CLOCKWISE));
- convexityDefects.Sort(delegate(MCvConvexityDefect d1, MCvConvexityDefect d2)
- {
- if (d1.Depth < d2.Depth)
- return 1;
- else if (d1.Depth > d2.Depth)
- return -1;
- return 0;
- });
- }
- private void removeConvexityDefectsNearFingerTips()
- {
- List<MCvConvexityDefect> newDefects = new List<MCvConvexityDefect>();
- foreach (MCvConvexityDefect d in convexityDefects)
- {
- float minFingerTipDist = float.MaxValue;
- foreach (Finger f in fingers)
- {
- float dist = f.Tip.getDistanceTo(new Vector2D(d.DepthPoint));
- if (dist < minFingerTipDist)
- minFingerTipDist = dist;
- }
- if (minFingerTipDist > 20)
- newDefects.Add(d);
- }
- convexityDefects = newDefects;
- }
- private void findHandPoints()
- {
- if (convexityDefects.Count > 0)
- {
- MCvConvexityDefect thumbDefect = convexityDefects[0];
- Vector2D thumb;
- if (thumbDefactFilter == null)
- {
- thumb = new Vector2D(thumbDefect.DepthPoint);
- thumbDefactFilter = new Kalman2DPositionFilter(thumb, 1.0e-2f, 1.0e-2f);
- }
- else
- {
- thumb = thumbDefactFilter.getCorrectedPosition(new Vector2D(thumbDefect.DepthPoint));
- }
- Vector2D thumbDefectStart = new Vector2D(thumbDefect.StartPoint);
- Vector2D thumbDefectEnd = new Vector2D(thumbDefect.EndPoint);
- Vector2D handLength, handWidth;
- if (thumb.getDistanceTo(thumbDefectStart) > thumb.getDistanceTo(thumbDefectEnd))
- {
- //right hand
- handLength = thumbDefectStart - thumb;
- handWidth = 0.8f * new Vector2D(-handLength.Y, handLength.X);
- topLeft = thumbDefectStart;
- bottomLeft = thumb - 0.4f * handLength;
- bottomRight = bottomLeft + handWidth;
- topRight = bottomRight + 1.2f * handLength - 0.3f * handWidth;
- }
- else
- {
- //left hand
- handLength = thumbDefectEnd - thumb;
- handWidth = 0.8f * new Vector2D(handLength.Y, -handLength.X);
- topRight = thumbDefectEnd;
- bottomRight = thumb - 0.4f * handLength;
- bottomLeft = bottomRight + handWidth;
- topLeft = bottomLeft + 1.2f * handLength - 0.3f * handWidth;
- }
- PalmQuad = new Quadrangle(bottomLeft, topLeft, topRight, bottomRight);
- valid = true;
- }
- else
- {
- PalmQuad = null;
- valid = false;
- }
- }
- private void draw()
- {
- outputImage.drawContour(palmContour, 255, 0, 0);
- outputImage.drawPoints(palmContour.GetConvexHull(Emgu.CV.CvEnum.ORIENTATION.CV_CLOCKWISE), 0, 255, 0);
- if (PalmQuad != null)
- {
- Vector2D[] vertices = PalmQuad.Vertices;
- for (int i = 0; i < 4; ++i)
- outputImage.drawLineSegment(new bbiwarg.Utility.LineSegment2D(vertices[i], vertices[(i + 1) % 4]), 0, 0, 255);
- drawGrid(new Vector2D(vertices[0]), new Vector2D(vertices[1]), new Vector2D(vertices[2]), new Vector2D(vertices[3]));
- }
- }
-
- private void drawGrid(Vector2D a, Vector2D b, Vector2D c, Vector2D d)
- {
- int numRows = 4;
- int numColumns = 3;
- Vector2D relAB = (b - a) / numRows;
- Vector2D relDC = (c - d) / numRows;
- Vector2D relBC = (c - b) / numColumns;
- Vector2D relAD = (d - a) / numColumns;
- for (int i = 1; i < numRows; i++)
- {
- outputImage.drawLineSegment(new bbiwarg.Utility.LineSegment2D(a + i * relAB, d + i * relDC), 80, 80, 255);
- }
- for (int i = 1; i < numColumns; i++)
- {
- outputImage.drawLineSegment(new bbiwarg.Utility.LineSegment2D(a + i * relAD, b + i * relBC), 80, 80, 255);
- }
- }
- }
- }
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