123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298 |
- 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.Recognition.FingerRecognition;
- using bbiwarg.Recognition.HandRecognition;
- using bbiwarg.Graphics;
- namespace bbiwarg.Recognition.PalmRecognition
- {
- class PalmDetector
- {
- private OutputImage outputImage;
- private Hand palmHand, pointingHand;
- private Contour<Point> palmContour;
- private List<MCvConvexityDefect> convexityDefects;
- private Vector2D thumbDefectStart;
- private Vector2D thumbDefectEnd;
- private Vector2D thumbDefectDepth;
- private Kalman2DPositionFilter thumbDefectDepthFilter, thumbDefectStartFilter, thumbDefectEndFilter;
- private int numFramesNoHandFound;
- private float lastPalmQuadArea;
- public Quadrangle PalmQuad { get; private set; }
- public PalmDetector()
- {
- thumbDefectDepthFilter = new Kalman2DPositionFilter(Constants.PalmThumbDefectmXX, Constants.PalmThumbDefectmXY,
- Constants.PalmThumbDefectmYY, Constants.PalmThumbDefectProcessNoise);
- thumbDefectStartFilter = new Kalman2DPositionFilter(Constants.PalmThumbDefectmXX, Constants.PalmThumbDefectmXY,
- Constants.PalmThumbDefectmYY, Constants.PalmThumbDefectProcessNoise);
- thumbDefectEndFilter = new Kalman2DPositionFilter(Constants.PalmThumbDefectmXX, Constants.PalmThumbDefectmXY,
- Constants.PalmThumbDefectmYY, Constants.PalmThumbDefectProcessNoise);
- }
- public void findPalmQuad(OutputImage outputImage, List<Hand> hands)
- {
- this.outputImage = outputImage;
- if (hands.Count == 1 && hands[0].Fingers.Count == 1)
- {
- palmHand = hands[0];
- pointingHand = null;
- }
- else if (hands.Count == 2)
- {
- if (hands[0].Fingers.Count > 1)
- {
- pointingHand = hands[0];
- palmHand = hands[1];
- }
- else if (hands[1].Fingers.Count > 1)
- {
- pointingHand = hands[1];
- palmHand = hands[0];
- }
- else if (hands[0].Fingers[0].LineSegment.Length > hands[1].Fingers[0].LineSegment.Length)
- {
- pointingHand = hands[0];
- palmHand = hands[1];
- }
- else
- {
- pointingHand = hands[1];
- palmHand = hands[0];
- }
- }
- if ((hands.Count == 1 && hands[0].Fingers.Count == 1) || hands.Count == 2)
- {
- findLongestPalmContour();
- findConvexityDefectsSortedByDepth();
- if (pointingHand != null)
- removeConvexityDefectsCausedByFingers();
- findHandPoints(hands.Count);
- }
- if (hands.Count == 0)
- {
- ++numFramesNoHandFound;
- if (numFramesNoHandFound == Constants.PalmNumFramesNoHandReset)
- reset();
- }
- draw();
- }
- public void reset()
- {
- thumbDefectDepthFilter.reset();
- thumbDefectStartFilter.reset();
- thumbDefectEndFilter.reset();
- palmContour = null;
- PalmQuad = null;
- numFramesNoHandFound = 0;
- lastPalmQuadArea = 0.0f;
- }
- private void findLongestPalmContour()
- {
- Contour<Point> contour = palmHand.Mask.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 findConvexityDefectsSortedByDepth()
- {
- 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 removeConvexityDefectsCausedByFingers()
- {
- List<MCvConvexityDefect> newDefects = new List<MCvConvexityDefect>();
- foreach (MCvConvexityDefect d in convexityDefects)
- {
- bool fingerIntersectsStartEnd = false;
- float minFingerLineDist = float.MaxValue;
- foreach (Finger f in pointingHand.Fingers)
- {
- Utility.LineSegment2D defectLine = new Utility.LineSegment2D(new Vector2D(d.StartPoint), new Vector2D(d.EndPoint));
- Vector2D intersection = defectLine.Line.getIntersection(f.LineSegment.Line);
- if (intersection != null &&
- intersection.isInBox(defectLine.P1, defectLine.P2) && intersection.isInBox(f.LineSegment.P1, f.LineSegment.P2))
- {
- fingerIntersectsStartEnd = true;
- break;
- }
-
- Vector2D mid = (new Vector2D(d.StartPoint) + new Vector2D(d.EndPoint)) / 2.0f;
- float dist = f.LineSegment.getDistanceTo(mid);
- if (dist < minFingerLineDist)
- minFingerLineDist = dist;
- }
-
- if (minFingerLineDist >= Constants.PalmMinDefectMidFingerLineDistance && !fingerIntersectsStartEnd)
- newDefects.Add(d);
- }
- convexityDefects = newDefects;
- }
- private MCvConvexityDefect? findThumbDefect()
- {
- foreach (MCvConvexityDefect d in convexityDefects)
- {
- Vector2D depth = new Vector2D(d.DepthPoint);
- Vector2D start = new Vector2D(d.StartPoint);
- Vector2D end = new Vector2D(d.EndPoint);
- float angle = (float)((depth - start).getAngleBetween(depth - end) * 180 / Math.PI);
- float l1 = (depth - start).Length;
- float l2 = (depth - end).Length;
- float startEndLengthQuotient = Math.Max(l1, l2) / Math.Min(l1, l2);
- float depthThumbLengthQuotient = d.Depth / palmHand.Fingers[0].LineSegment.Length;
- if (angle <= Constants.PalmMaxThumbDefectAngle &&
- startEndLengthQuotient >= Constants.PalmMinThumbDefectStartEndLengthQuotient &&
- startEndLengthQuotient <= Constants.PalmMaxThumbDefectStartEndLengthQuotient &&
- depthThumbLengthQuotient >= Constants.PalmMinTumbDefectDepthThumbLengthQuotient &&
- depthThumbLengthQuotient <= Constants.PalmMaxTumbDefectDepthThumbLengthQuotient)
- {
- return d;
- }
- }
- return null;
- }
- private void findHandPoints(int numHands)
- {
- MCvConvexityDefect? thumbDefect = findThumbDefect();
- if (thumbDefect != null)
- {
- thumbDefectDepth = new Vector2D(thumbDefect.Value.DepthPoint);
- thumbDefectStart = new Vector2D(thumbDefect.Value.StartPoint);
- thumbDefectEnd = new Vector2D(thumbDefect.Value.EndPoint);
- if (!thumbDefectDepthFilter.Initialized)
- {
- thumbDefectDepthFilter.setInitialPosition(thumbDefectDepth);
- thumbDefectStartFilter.setInitialPosition(thumbDefectStart);
- thumbDefectEndFilter.setInitialPosition(thumbDefectEnd);
- }
- else
- {
- thumbDefectDepth = thumbDefectDepthFilter.getCorrectedPosition(thumbDefectDepth);
- thumbDefectStart = thumbDefectStartFilter.getCorrectedPosition(thumbDefectStart);
- thumbDefectEnd = thumbDefectEndFilter.getCorrectedPosition(thumbDefectEnd);
- }
- Vector2D handLength, handWidth, longestLineEndpoint, topLeft, bottomLeft, bottomRight, topRight;
- Vector2D startDepth = thumbDefectStart - thumbDefectDepth;
- Vector2D endDepth = thumbDefectEnd - thumbDefectDepth;
- if (startDepth.Length > endDepth.Length)
- {
- handLength = startDepth;
- longestLineEndpoint = thumbDefectStart;
- }
- else
- {
- handLength = endDepth;
- longestLineEndpoint = thumbDefectEnd;
- }
- if (palmHand.Side == Hand.HandSide.Left)
- handWidth = 0.85f * new Vector2D(-handLength.Y, handLength.X);
- else
- handWidth = 0.85f * new Vector2D(handLength.Y, -handLength.X);
- topLeft = longestLineEndpoint + 0.15f * handLength;
- bottomLeft = thumbDefectDepth - 0.4f * handLength;
- bottomRight = bottomLeft + handWidth;
- topRight = bottomRight + 1.2f * handLength - 0.3f * handWidth;
- Quadrangle quad = new Quadrangle(bottomLeft, topLeft, topRight, bottomRight);
- if (lastPalmQuadArea == 0.0f ||
- (quad.Area / lastPalmQuadArea >= Constants.PalmMinAreaQuotient && quad.Area / lastPalmQuadArea <= Constants.PalmMaxAreaQuotient))
- {
- PalmQuad = quad;
- lastPalmQuadArea = PalmQuad.Area;
- }
- }
- }
- private void draw()
- {
- if (palmContour != null && palmContour.Count<Point>() > 0) {
- outputImage.drawContour(palmContour, Constants.PalmConturColor);
- outputImage.drawPoints(palmContour.GetConvexHull(Emgu.CV.CvEnum.ORIENTATION.CV_CLOCKWISE), Constants.PalmConvexHullColor);
- }
- if (PalmQuad != null)
- {
- outputImage.fillCircle(thumbDefectStart.IntX, thumbDefectStart.IntY, 3, Color.Red);
- outputImage.fillCircle(thumbDefectEnd.IntX, thumbDefectEnd.IntY, 3, Color.Red);
- outputImage.fillCircle(thumbDefectDepth.IntX, thumbDefectDepth.IntY, 3, Color.Red);
- outputImage.drawLineSegment(new Utility.LineSegment2D(thumbDefectDepth, (thumbDefectStart + thumbDefectEnd) / 2.0f), Constants.PalmThumbDefectColor, 1);
- Vector2D[] vertices = PalmQuad.Vertices;
- for (int i = 0; i < 4; ++i)
- outputImage.drawLineSegment(new bbiwarg.Utility.LineSegment2D(vertices[i], vertices[(i + 1) % 4]), Constants.PalmQuadColor);
- 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)
- {
- Vector2D relAB = (b - a) / Constants.PalmGridRows;
- Vector2D relDC = (c - d) / Constants.PalmGridRows;
- Vector2D relBC = (c - b) / Constants.PalmGridColumns;
- Vector2D relAD = (d - a) / Constants.PalmGridColumns;
- for (int i = 1; i < Constants.PalmGridRows; i++)
- {
- outputImage.drawLineSegment(new bbiwarg.Utility.LineSegment2D(a + i * relAB, d + i * relDC), Constants.PalmGridColor);
- }
- for (int i = 1; i < Constants.PalmGridColumns; i++)
- {
- outputImage.drawLineSegment(new bbiwarg.Utility.LineSegment2D(a + i * relAD, b + i * relBC), Constants.PalmGridColor);
- }
- }
- }
- }
|