public void FindContourTest2()
        {
            Bitmap bmp = Accord.Imaging.Image.Clone(Properties.Resources.hand2);

            BlobCounter bc = new BlobCounter(bmp);
            bc.ObjectsOrder = ObjectsOrder.Size;
            Blob[] blobs = bc.GetObjectsInformation();
            bc.ExtractBlobsImage(bmp, blobs[0], true);
            List<IntPoint> expected = bc.GetBlobsEdgePoints(blobs[0]);
            Bitmap blob = blobs[0].Image.ToManagedImage();

            BorderFollowing bf = new BorderFollowing();
            List<IntPoint> actual = bf.FindContour(blob);

            foreach (IntPoint point in expected)
                Assert.IsTrue(actual.Contains(point));

            IntPoint prev = actual[0];
            for (int i = 1; i < actual.Count; i++)
            {
                IntPoint curr = actual[i];
                Assert.IsTrue(System.Math.Abs(prev.X - curr.X) <= 1 &&
                              System.Math.Abs(prev.Y - curr.Y) <= 1);
                prev = curr;
            }

            IntPoint first = actual[0];
            IntPoint last = actual[actual.Count - 1];
            Assert.IsTrue(System.Math.Abs(first.X - last.X) <= 1 &&
                          System.Math.Abs(first.Y - last.Y) <= 1);
        }
        public void FindDefectsTest()
        {
            Bitmap bmp = Accord.Imaging.Image.Clone(Properties.Resources.hand);

            Bitmap gray = Accord.Imaging.Filters.Grayscale.CommonAlgorithms.BT709.Apply(bmp);

            BlobCounter bc = new BlobCounter(gray);
            bc.ObjectsOrder = ObjectsOrder.Size;
            Blob[] blobs = bc.GetObjectsInformation();
            bc.ExtractBlobsImage(bmp, blobs[0], true);

            Bitmap blob = blobs[0].Image.ToManagedImage();

            BorderFollowing bf = new BorderFollowing();
            List<IntPoint> contour = bf.FindContour(blob);

            GrahamConvexHull graham = new GrahamConvexHull();
            List<IntPoint> hull = graham.FindHull(contour);

            ConvexHullDefects hullDefects = new ConvexHullDefects(10);
            List<ConvexityDefect> defects = hullDefects.FindDefects(contour, hull);

          /*  PointsMarker marker = new PointsMarker(hull, Color.Green, 10);
            marker.ApplyInPlace(blob);
            ImageBox.Show(blob);
            */

            Assert.AreEqual(2, defects.Count);
            Assert.AreEqual(new IntPoint(130, 10), contour[defects[0].Start]);
            Assert.AreEqual(new IntPoint(93, 109), contour[defects[0].Point]);
            Assert.AreEqual(new IntPoint(64, 9), contour[defects[0].End]);
            Assert.AreEqual(99.549179077148438, defects[0].Depth, 1e-5);
            Assert.IsFalse(double.IsNaN(defects[0].Depth));
            //    Assert.AreEqual(9912.9531239366424, defects[0].Area);

            Assert.AreEqual(new IntPoint(49, 18), contour[defects[1].Start]);
            Assert.AreEqual(new IntPoint(61, 106), contour[defects[1].Point]);
            Assert.AreEqual(new IntPoint(18, 127), contour[defects[1].End]);
            Assert.AreEqual(35.615153852366504, defects[1].Depth, 1e-5);
            Assert.IsFalse(double.IsNaN(defects[1].Depth));
            //    Assert.AreEqual(2293.7535682510002, defects[1].Area);

        }