/// <summary>
 /// Perform a Median filter using a 3x3 mask
 /// </summary>
 /// <param name="b">Image to Process</param>
 /// <returns>Filtered Image</returns>
 public static Bitmap Median3x3(Bitmap b)
 {
     ImagerBitmap i = new ImagerBitmap(b.Clone() as Bitmap);
         ImagerBitmap i2 = new ImagerBitmap(b.Clone() as Bitmap);
         for (int column = 1; column < i.Bitmap.Width - 1; column++)
         {
             for (int row = 1; row < i.Bitmap.Height - 1; row++)
             {
                 Color[,] c = i.Get3x3(row, column);
                 int red = Median(c[0, 0].R, c[0, 1].R, c[0, 2].R, c[1, 0].R, c[1, 1].R, c[1, 2].R,
                     c[2, 0].R, c[2, 1].R, c[2, 2].R);
                 int green = Median(c[0, 0].G, c[0, 1].G, c[0, 2].G, c[1, 0].G, c[1, 1].G,
                     c[1, 2].G, c[2, 0].G, c[2, 1].G, c[2, 2].G);
                 int blue = Median(c[0, 0].B, c[0, 1].B, c[0, 2].B, c[1, 0].B, c[1, 1].B, c[1, 2].B,
                     c[2, 0].B, c[2, 1].B, c[2, 2].B);
                 i2.SetPixel(column, row, Color.FromArgb(red, green, blue));
             }
         }
         i.UnlockBitmap();
         i2.UnlockBitmap();
         return i2.Bitmap.Clone() as Bitmap;
 }
 /// <summary>
 /// Perform a Bionomial filter using a 3x3 Mask
 /// </summary>
 /// <param name="b">Image to Process</param>
 /// <returns>Filtered Image</returns>
 public static Bitmap Binomial3x3(Bitmap b)
 {
     ImagerBitmap i = new ImagerBitmap(b.Clone() as Bitmap);
         ImagerBitmap i2 = new ImagerBitmap(b.Clone() as Bitmap);
         for (int column = 1; column < i.Bitmap.Width - 1; column++)
         {
             for (int row = 1; row < i.Bitmap.Height - 1; row++)
             {
                 Color[,] c = i.Get3x3(row, column);
                 int red = ((c[0, 0].R * 1) + (c[0, 1].R * 2) + (c[0, 2].R * 1) + (c[1, 0].R * 2)
                     + (c[1, 1].R * 4) + (c[1, 2].R * 2) + (c[2, 0].R * 1) + (c[2, 1].R * 2)
                     + (c[2, 2].R * 1)) / 16;
                 int green = ((c[0, 0].G * 1) + (c[0, 1].G * 2) + (c[0, 2].G * 1) + (c[1, 0].G * 2)
                     + (c[1, 1].G * 4) + (c[1, 2].G * 2) + (c[2, 0].G * 1) + (c[2, 1].G * 2)
                     + (c[2, 2].G * 1)) / 16;
                 int blue = ((c[0, 0].B * 1) + (c[0, 1].B * 2) + (c[0, 2].B * 1) + (c[1, 0].B * 2)
                     + (c[1, 1].B * 4) + (c[1, 2].B * 2) + (c[2, 0].B * 1) + (c[2, 1].B * 2)
                     + (c[2, 2].B * 1)) / 16;
                 i2.SetPixel(column, row, Color.FromArgb(red, green, blue));
             }
         }
         i.UnlockBitmap();
         i2.UnlockBitmap();
         return i2.Bitmap.Clone() as Bitmap;
 }
 /// <summary>
 /// Perform laplace edge detection on the image
 /// </summary>
 /// <param name="b">Source Image</param>
 /// <returns>Edges</returns>
 public static Bitmap Laplace(Bitmap b)
 {
     ImagerBitmap i = new ImagerBitmap(b.Clone() as Bitmap);
         ImagerBitmap i2 = new ImagerBitmap(b.Clone() as Bitmap);
         for (int column = 1; column < i.Bitmap.Width - 1; column++)
         {
             for (int row = 1; row < i.Bitmap.Height - 1; row++)
             {
                 Color[,] c = i.Get3x3(row, column);
                 int red = (((c[0, 0].R + c[0, 1].R + c[0, 2].R + c[1, 0].R + c[1, 2].R + c[2, 0].R
                     + c[2, 1].R + c[2, 2].R) * -1) + (c[1, 1].R * 8)) + 128;
                 int green = (((c[0, 0].G + c[0, 1].G + c[0, 2].G + c[1, 0].G + c[1, 2].G
                     + c[2, 0].G + c[2, 1].G + c[2, 2].G) * -1) + (c[1, 1].G * 8)) + 128;
                 int blue = (((c[0, 0].B + c[0, 1].B + c[0, 2].B + c[1, 0].B + c[1, 2].B + c[2, 0].B
                     + c[2, 1].B + c[2, 2].B) * -1) + (c[1, 1].B * 8)) + 128;
                 if (red >= 128) red = 0; else red = 255;
                 if (green >= 128) green = 0; else green = 255;
                 if (blue >= 128) blue = 0; else blue = 255;
                 i2.SetPixel(column, row, Color.FromArgb(red, green, blue));
             }
         }
         i.UnlockBitmap();
         i2.UnlockBitmap();
         return i2.Bitmap.Clone() as Bitmap;
 }