Esempio n. 1
0
        public List<double[]> extract(Bitmap image, string detector)
        {
            SCD_Descriptor scdLocal = new SCD_Descriptor();
            Bitmap bmpImage = new Bitmap(image);

            createPoints pointsCreator = new createPoints();
            List<Keypoint> keypointsList = null;
            if (detector == "SURF")
                keypointsList = pointsCreator.usingSurf(image);
            else if (detector == "SIFT")
                keypointsList = pointsCreator.usingSift(image);
            else
                throw new Exception("Cannot recognize Detector");

            #region SCD_Local
            Rectangle cloneRect;
            Bitmap bmpCrop;
            double[] scdDescriptor = new double[256];
            List<double[]> tilesDescriptors = new List<double[]>();

            foreach (Keypoint myKeypoint in keypointsList)
            {
                cloneRect = new Rectangle((int)(myKeypoint.X - (int)myKeypoint.Size / 2), (int)(myKeypoint.Y - (int)myKeypoint.Size / 2), (int)myKeypoint.Size, (int)myKeypoint.Size);
                bmpCrop = new Bitmap(bmpImage.Clone(cloneRect, bmpImage.PixelFormat));

                scdLocal.Apply(new Bitmap(bmpCrop), 256, 0);
                scdDescriptor = scdLocal.Norm4BitHistogram;
                tilesDescriptors.Add(scdDescriptor);
            }
            #endregion

            return tilesDescriptors;
        }
Esempio n. 2
0
        public List <double[]> extract(Bitmap image, string detector)
        {
            SCD_Descriptor scdLocal = new SCD_Descriptor();
            Bitmap         bmpImage = new Bitmap(image);

            createPoints    pointsCreator = new createPoints();
            List <Keypoint> keypointsList = null;

            if (detector == "SURF")
            {
                keypointsList = pointsCreator.usingSurf(image);
            }
            else if (detector == "SIFT")
            {
                keypointsList = pointsCreator.usingSift(image);
            }
            else
            {
                throw new Exception("Cannot recognize Detector");
            }

            #region SCD_Local
            Rectangle       cloneRect;
            Bitmap          bmpCrop;
            double[]        scdDescriptor    = new double[256];
            List <double[]> tilesDescriptors = new List <double[]>();

            foreach (Keypoint myKeypoint in keypointsList)
            {
                cloneRect = new Rectangle((int)(myKeypoint.X - (int)myKeypoint.Size / 2), (int)(myKeypoint.Y - (int)myKeypoint.Size / 2), (int)myKeypoint.Size, (int)myKeypoint.Size);
                bmpCrop   = new Bitmap(bmpImage.Clone(cloneRect, bmpImage.PixelFormat));

                scdLocal.Apply(new Bitmap(bmpCrop), 256, 0);
                scdDescriptor = scdLocal.Norm4BitHistogram;
                tilesDescriptors.Add(scdDescriptor);
            }
            #endregion

            return(tilesDescriptors);
        }