using System; using System.Collections.Generic; using System.Diagnostics; using System.Drawing; using System.Linq; using System.Text; using System.Threading.Tasks; using bbiwarg.Images; using bbiwarg.Utility; using Emgu.CV.Structure; using Emgu.CV; using bbiwarg.Graphics; namespace bbiwarg.Recognition.FingerRecognition { class FingerDetector { private DepthImage depthImage; private EdgeImage edgeImageOriginal; private EdgeImage edgeImageAdapted; public List Fingers { get; private set; } public FingerDetector(DepthImage depthImage, EdgeImage edgeImage) { this.depthImage = depthImage; this.edgeImageOriginal = edgeImage; this.edgeImageAdapted = edgeImage.copy(); detectFingers(); } private void detectFingers() { Vector2D maxPixel = Parameters.ImageMaxPixel; int maxX = maxPixel.IntX; int maxY = maxPixel.IntY; Fingers = new List(); for (int y = 1; y < maxY; y += 5) { for (int x = 1; x < maxX; x++) { if (edgeImageAdapted.isEdgeAt(x, y)) { Vector2D edgePoint = new Vector2D(x, y); Vector2D edgeDirection = getEdgeDirection(edgePoint); if (edgeDirection != null) { Vector2D dir = edgeDirection.getOrthogonal(); if (depthImage.getDepthAt(edgePoint - dir) < depthImage.getDepthAt(edgePoint + dir)) dir = dir.getInverse(); FingerSlice slice = findFingerSliceFromStartEdge(edgePoint, dir); if (slice != null) { FingerSliceTrail trail = findFingerSliceTrail(slice, edgeDirection); if (trail != null && trail.NumSlices > Parameters.FingerMinNumSlices) { createFingerFromTrail(trail); } } } } } } } private Vector2D getEdgeDirection(Vector2D edgePoint) { int x = edgePoint.IntX; int y = edgePoint.IntY; if (edgeImageAdapted.isEdgeAt(x, y - 1) && edgeImageAdapted.isEdgeAt(x, y + 1)) return new Vector2D(0, 1); else if (edgeImageAdapted.isEdgeAt(x - 1, y) && edgeImageAdapted.isEdgeAt(x + 1, y)) return new Vector2D(1, 0); else if (edgeImageAdapted.isEdgeAt(x - 1, y - 1) && edgeImageAdapted.isEdgeAt(x + 1, y + 1)) return new Vector2D(1, 1).normalize(); else if (edgeImageAdapted.isEdgeAt(x + 1, y - 1) && edgeImageAdapted.isEdgeAt(x - 1, y + 1)) return new Vector2D(1, -1).normalize(); else return null; } private FingerSliceTrail findFingerSliceTrail(FingerSlice startSlice, Vector2D startDirection) { FingerSliceTrail trail = new FingerSliceTrail(startSlice); Vector2D direction = startDirection; Vector2D position = startSlice.Mid + Parameters.FingerStepSize * direction; if (position.isInBound()) { FingerSlice nextSlice = findFingerSliceFromMid(position, direction); if (nextSlice != null) { trail.addSlice(nextSlice); trail = expandTrail(trail); if (trail.NumSlices > Parameters.FingerMinNumSlices / 2) { trail.removeFirstSlices(Parameters.FingerRemoveNumSlicesForCorrection); trail.reverse(); trail = expandTrail(trail, true); trail.reverse(); return trail; } } } return null; } private FingerSliceTrail expandTrail(FingerSliceTrail trail, bool reversed = false) { Vector2D currentDirection = trail.getEndDirection(); Vector2D currentPosition = trail.EndSlice.Mid + Parameters.FingerStepSize * currentDirection; int gapCounter = 0; int numSlices = trail.NumSlices; FingerSlice lastSlice = trail.EndSlice; FingerSlice nextSlice; while (currentPosition.isInBound() && gapCounter <= Math.Min(numSlices, Parameters.FingerMaxGapCounter)) { Vector2D direction = (reversed) ? currentDirection.getInverse() : currentDirection; nextSlice = findFingerSliceFromMid(currentPosition, direction); if (nextSlice != null && Math.Abs(nextSlice.Length - lastSlice.Length) <= Parameters.FingerMaxSliceDifferencePerStep) { gapCounter = 0; numSlices++; trail.addSlice(nextSlice); currentDirection = trail.getEndDirection(); currentPosition = nextSlice.Mid + Parameters.FingerStepSize * currentDirection; lastSlice = nextSlice; } else { gapCounter++; currentPosition += currentDirection; } } return trail; } private FingerSlice findFingerSliceFromMid(Vector2D position, Vector2D direction) { if (edgeImageAdapted.isRoughEdgeAt(position)) return null; Vector2D dirStart = direction.getOrthogonal(true); Vector2D dirEnd = direction.getOrthogonal(false); Vector2D start = edgeImageAdapted.findNextEdge(position, dirStart, Parameters.FingerMaxWidth); if (start == null) return null; Vector2D end = edgeImageAdapted.findNextEdge(position, dirEnd, Parameters.FingerMaxWidth); if (end == null) return null; return getFingerSlice(start, end); } private FingerSlice findFingerSliceFromStartEdge(Vector2D start, Vector2D direction) { Vector2D searchStart = start + Parameters.FingerContourMargin * direction; Vector2D end = edgeImageAdapted.findNextEdge(searchStart, direction, Parameters.FingerMaxWidth); if (end == null) return null; return getFingerSlice(start, end); } private FingerSlice getFingerSlice(Vector2D start, Vector2D end) { FingerSlice slice = new FingerSlice(start, end); if (slice.Length >= Parameters.FingerMinWidth && slice.Length <= Parameters.FingerMaxWidth && fingerSliceDepthTest(slice)) return slice; return null; } private bool fingerSliceDepthTest(FingerSlice fingerSlice) { Int16 depthStart = depthImage.getDepthAt(fingerSlice.ContourStart); Int16 depthMid = depthImage.getDepthAt(fingerSlice.Mid); Int16 depthEnd = depthImage.getDepthAt(fingerSlice.ContourEnd); return (depthStart > depthMid && depthMid < depthEnd); } private void createFingerFromTrail(FingerSliceTrail trail) { //bring finger in correct direction Tip->Hand trail = orderTrailTipToHand(trail); //create finger Finger finger = new Finger(trail); //add finger if (!isCrippleFinger(finger)) Fingers.Add(finger); //remove edges around detected finger to improve performance edgeImageAdapted.removeEdgesInsidePolygon(finger.Contour.ToArray()); } private bool isCrippleFinger(Finger finger) { Int16 depthAtFinger = depthImage.getDepthAt(finger.MidPoint); Int16 depthAtOut1 = depthImage.getDepthAt(finger.SliceTrail.MidSlice.OutStart); Int16 depthAtOut2 = depthImage.getDepthAt(finger.SliceTrail.MidSlice.OutEnd); int minDepthDifference = Math.Min(Math.Abs(depthAtFinger - depthAtOut1), Math.Abs(depthAtFinger - depthAtOut2)); return (minDepthDifference < Parameters.FingerCrippleMinDifference); } private FingerSliceTrail orderTrailTipToHand(FingerSliceTrail trail) { int numSlicesForDirectionDetection = Parameters.FingerNumSlicesForDirectionDetection; int maxIndex = trail.NumSlices - 1; float sumStart = 0; float sumEnd = 0; for (int i = 0; i < numSlicesForDirectionDetection; i++) { sumStart += trail[i].Length; sumEnd += trail[maxIndex - i].Length; } float avergaeStart = sumStart / numSlicesForDirectionDetection; float averageEnd = sumEnd / numSlicesForDirectionDetection; //check direction if (avergaeStart > averageEnd) trail.reverse(); return trail; } } }