SURF feature detector in CSharp
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<font color=green>This project is part of the Emgu.CV.Example solution</font>
System Requirement
Component | Requirement | Detail |
---|---|---|
Emgu CV | Version 2.0.0.0 Alpha | |
Operation System | Cross Platform |
Source Code
<source lang="csharp"> using System; using System.Collections.Generic; using System.Windows.Forms; using System.Drawing; using Emgu.CV; using Emgu.CV.UI; using Emgu.CV.CvEnum; using Emgu.CV.Structure;
namespace SURFFeatureExample {
static class Program { /// <summary> /// The main entry point for the application. /// </summary> [STAThread] static void Main() { Application.EnableVisualStyles(); Application.SetCompatibleTextRenderingDefault(false); Run(); }
static void Run() { MCvSURFParams surfParam = new MCvSURFParams(500, false);
Image<Gray, Byte> modelImage = new Image<Gray, byte>("box.png"); //extract features from the object image SURFFeature[] modelFeatures = modelImage.ExtractSURF(ref surfParam);
Image<Gray, Byte> observedImage = new Image<Gray, byte>("box_in_scene.png"); // extract features from the observed image SURFFeature[] imageFeatures = observedImage.ExtractSURF(ref surfParam);
//Create a SURF Tracker using k-d Tree SURFTracker tracker = new SURFTracker(modelFeatures); //Comment out above and uncomment below if you wish to use spill-tree instead //SURFTracker tracker = new SURFTracker(modelFeatures, 50, .7, .1);
SURFTracker.MatchedSURFFeature[] matchedFeatures = tracker.MatchFeature(imageFeatures, 2, 20); matchedFeatures = SURFTracker.VoteForUniqueness(matchedFeatures, 0.8); matchedFeatures = SURFTracker.VoteForSizeAndOrientation(matchedFeatures, 1.5, 20); HomographyMatrix homography = SURFTracker.GetHomographyMatrixFromMatchedFeatures(matchedFeatures);
//Merge the object image and the observed image into one image for display Image<Gray, Byte> res = modelImage.ConcateVertical(observedImage);
#region draw lines between the matched features foreach (SURFTracker.MatchedSURFFeature matchedFeature in matchedFeatures) { PointF p = matchedFeature.ObservedFeature.Point.pt; p.Y += modelImage.Height; res.Draw(new LineSegment2DF(matchedFeature.ModelFeatures[0].Point.pt, p), new Gray(0), 1); } #endregion
#region draw the project region on the image if (homography != null) { //draw a rectangle along the projected model Rectangle rect = modelImage.ROI; PointF[] pts = new PointF[] { new PointF(rect.Left, rect.Bottom), new PointF(rect.Right, rect.Bottom), new PointF(rect.Right, rect.Top), new PointF(rect.Left, rect.Top)}; homography.ProjectPoints(pts);
for (int i = 0; i < pts.Length; i++) pts[i].Y += modelImage.Height;
res.DrawPolyline(Array.ConvertAll<PointF, Point>(pts, Point.Round), true, new Gray(255.0), 5); } #endregion
ImageViewer.Show(res); } }
} </source>