Letters are not recognized way better

OCR_Decode/DriverDrsWindow.cs

@@ -6,6 +6,7 @@ using System.Text;
 using System.Threading.Tasks;
 using Tesseract;
 using System.Windows.Forms;
+using System.Drawing.Imaging;
 
 namespace OCR_Decode
 {
@@ -19,41 +20,6 @@ namespace OCR_Decode
         }
         public override object DecodePng()
         {
-            /*
-            Pix tessImage = Pix.LoadFromMemory(ImageToByte(WindowImage));
-
-            Page page = Engine.Process(tessImage);
-            // Get the iterator for the page layout
-            using (var iter = page.GetIterator())
-            {
-                // Loop over the elements of the page layout
-                iter.Begin();
-                do
-                {
-                    // Declare a Rect variable to hold the bounding box
-                    Rect boundingBox;
-
-                    // Get the bounding box for the current element
-                    if (iter.TryGetBoundingBox(PageIteratorLevel.Word, out boundingBox))
-                    {
-                        //g.DrawRectangle(Pens.Red, new Rectangle(boundingBox.X1, boundingBox.Y1, boundingBox.Width, boundingBox.Height));
-                    }
-
-                    // Get the text for the current element
-                    var text = iter.GetText(PageIteratorLevel.Word);
-                    //MessageBox.Show(text.ToUpper() + Environment.NewLine);
-                } while (iter.Next(PageIteratorLevel.Word));
-            }
-
-            WindowImage.Save(Reader.DEBUG_DUMP_FOLDER + "testDRS"+ ".png");
-            page.Dispose();
-            */
-            /*
-            string result = GetStringFromPng();
-            //if (result == "")
-                //result = "DRS_OPENED";
-            WindowImage.Save(Reader.DEBUG_DUMP_FOLDER + result+ rnd.Next(0,10000) +".png");
-            */
             bool result = false;
             int greenValue = GetGreenPixels();
             if (EmptyDrsGreenValue == -1)
@@ -66,20 +32,38 @@ namespace OCR_Decode
 
             return result;
         }
-        private int GetGreenPixels()
+        private unsafe int GetGreenPixels()
         {
             int tot = 0;
-            for (int y = 0; y < WindowImage.Height; y++)
+
+            Bitmap bmp = WindowImage;
+            Rectangle rect = new Rectangle(0, 0, bmp.Width, bmp.Height);
+            BitmapData bmpData = bmp.LockBits(rect, ImageLockMode.ReadOnly, bmp.PixelFormat);
+            int bytesPerPixel = Bitmap.GetPixelFormatSize(bmp.PixelFormat) / 8;
+
+            unsafe
             {
-                for (int x = 0; x < WindowImage.Width; x++)
+                byte* ptr = (byte*)bmpData.Scan0.ToPointer();
+                for (int y = 0; y < bmp.Height; y++)
                 {
-                    Color pxlColor = WindowImage.GetPixel(x, y);
-                    if (pxlColor.G > pxlColor.B * 1.5 && pxlColor.G > pxlColor.R * 1.5)
+                    byte* currentLine = ptr + (y * bmpData.Stride);
+                    for (int x = 0; x < bmp.Width; x++)
                     {
-                        tot++;
+                        byte* pixel = currentLine + (x * bytesPerPixel);
+
+                        byte blue = pixel[0];
+                        byte green = pixel[1];
+                        byte red = pixel[2];
+
+                        if (green > blue * 1.5 && green > red * 1.5)
+                        {
+                            tot++;
+                        }
                     }
                 }
             }
+            bmp.UnlockBits(bmpData);
+
             return tot;
         }
         public Rectangle GetBox()

OCR_Decode/DriverNameWindow.cs

@@ -18,7 +18,7 @@ namespace OCR_Decode
         public override object DecodePng(List<string> DriverList)
         {
             string result = "";
-            result = GetStringFromPng();
+            result = GetStringFromPng(WindowImage);
 
             if (!IsADriver(DriverList, result))
             {

OCR_Decode/DriverPositionWindow.cs

@@ -15,7 +15,7 @@ namespace OCR_Decode
         }
         public override object DecodePng()
         {
-            string result = GetStringFromPng(true);
+            string result = GetStringFromPng(WindowImage,"0123456789");
             
             int position;
             try

OCR_Decode/DriverTyresWindow.cs

@@ -4,22 +4,144 @@ using System.Drawing;
 using System.Linq;
 using System.Text;
 using System.Threading.Tasks;
+using Tesseract;
 
 namespace OCR_Decode
 {
     internal class DriverTyresWindow : Window
     {
         private static Random rnd = new Random();
+
+        public static Color SOFT_TYRE_COLOR = Color.FromArgb(0xff,0x00,0x00);
+        public static Color MEDIUM_TYRE_COLOR = Color.FromArgb(0xf5,0xbf,0x00);
+        public static Color HARD_TYRE_COLOR = Color.FromArgb(0xd9,0xd8,0xd4);
+        public static Color INTER_TYRE_COLOR = Color.FromArgb(0x00,0xa4,0x2e);
+        public static Color WET_TYRE_COLOR = Color.FromArgb(0x27,0x60,0xa6);
+
         public DriverTyresWindow(Bitmap image, Rectangle bounds) : base(image, bounds)
         {
             Name = "Tyres";
         }
         public override object DecodePng()
         {
-            WindowImage.Save(Reader.DEBUG_DUMP_FOLDER + "testTyres" + rnd.Next(0, 1000) + ".png");
+            //WindowImage.Save(Reader.DEBUG_DUMP_FOLDER + "testTyres" + rnd.Next(0, 1000) + ".png");
 
+            return GetTyreInfos();
+        }
+        private Tyre GetTyreInfos()
+        {
+            Bitmap tyreZone = GetSmallBitmapFromBigOne(WindowImage, FindTyreZone());
 
-            return new Tyre(Tyre.Type.Undefined, 0);
+            tyreZone.Save(Reader.DEBUG_DUMP_FOLDER + "ZONE" + ".png");
+            Tyre.Type type = Tyre.Type.Undefined;
+            int laps = -1;
+
+            //MHIWsmhiw so we can detect Soft Medium Hard Inters and Wet tyres 
+            string text = GetStringFromPng(tyreZone, "SMHIW", OcrImage.WindowType.Tyre);
+            if (text.Length == 1 && text != "")
+            {
+                //We found a tire letter
+                laps = 0;
+                text = text.ToUpper();
+                switch (text[0])
+                {
+                    case 'S':
+                        type = Tyre.Type.Soft;
+                        break;
+                    case 'M':
+                        type = Tyre.Type.Medium;
+                        break;
+                    case 'H':
+                        type = Tyre.Type.Hard;
+                        break;
+                    case 'I':
+                        type = Tyre.Type.Inter;
+                        break;
+                    case 'W':
+                        type = Tyre.Type.Wet;
+                        break;
+                    default:
+                        type = Tyre.Type.Undefined;
+                        break;
+                }
+            }
+            else
+            {
+                string number = GetStringFromPng(tyreZone, "0123456789", OcrImage.WindowType.Tyre);
+                try
+                {
+                    laps = Convert.ToInt32(number);
+                }
+                catch
+                {
+                    laps = -1;
+                }
+                type = GetTyreTypeFromColor(OcrImage.GetAvgColorFromBitmap(OcrImage.Resize(tyreZone)));
+            }
+
+            tyreZone.Save(Reader.DEBUG_DUMP_FOLDER + "Tyre" + type + "Laps" + laps + '#' + rnd.Next(0, 1000) + ".png");
+            return new Tyre(type,laps);
+        }
+        private Rectangle FindTyreZone()
+        {
+            Bitmap bmp = WindowImage;
+            int currentPosition = bmp.Width;
+            int height = bmp.Height / 2;
+            Color limitColor = Color.FromArgb(0x50,0x50,0x50);
+            Color currentColor = Color.FromArgb(0,0,0);
+
+            Size newWindowSize = new Size(bmp.Height -Convert.ToInt32((float)bmp.Height / 100f * 25f),bmp.Height - Convert.ToInt32((float)bmp.Height / 100f * 35f));
+
+            while(currentColor.R <= limitColor.R && currentColor.G <= limitColor.G && currentColor.B <= limitColor.B && currentPosition > 0)
+            {
+                currentPosition--;
+                currentColor = bmp.GetPixel(currentPosition,height);
+            }
+
+            //Its here to let the new window include a little bit of the right 
+            int CorrectedX = currentPosition - (newWindowSize.Width) + Convert.ToInt32((float)newWindowSize.Width/100f*10f);
+            int CorrectedY = Convert.ToInt32((float)newWindowSize.Height / 100f * 35f);
+            if (CorrectedX <= 0)
+                return new Rectangle(0,0,newWindowSize.Width,newWindowSize.Height);
+
+            return new Rectangle(CorrectedX,CorrectedY,newWindowSize.Width,newWindowSize.Height);
+        }
+        //This method has been created with the help of chatGPT
+        public Tyre.Type GetTyreTypeFromColor(Color inputColor)
+        {
+            Tyre.Type type = Tyre.Type.Undefined;
+            List<Color> colors = new List<Color>();
+            colors.Add(SOFT_TYRE_COLOR);
+            colors.Add(MEDIUM_TYRE_COLOR);
+            colors.Add(HARD_TYRE_COLOR);
+            colors.Add(INTER_TYRE_COLOR);
+            colors.Add(WET_TYRE_COLOR);
+
+            Color closestColor = colors[0];
+            int closestDistance = int.MaxValue;
+            foreach (Color color in colors)
+            {
+                int distance = Math.Abs(color.R - inputColor.R) + Math.Abs(color.G - inputColor.G) + Math.Abs(color.B - inputColor.B);
+                if (distance < closestDistance)
+                {
+                    closestColor = color;
+                    closestDistance = distance;
+                }
+            }
+
+            //We cant use a switch as the colors cant be constants ...
+            if (closestColor == SOFT_TYRE_COLOR)
+                type = Tyre.Type.Soft;
+            if (closestColor == MEDIUM_TYRE_COLOR)
+                type = Tyre.Type.Medium;
+            if (closestColor == HARD_TYRE_COLOR)
+                type = Tyre.Type.Hard;
+            if (closestColor == INTER_TYRE_COLOR)
+                type = Tyre.Type.Inter;
+            if (closestColor == WET_TYRE_COLOR)
+                type = Tyre.Type.Wet;
+
+            return type;
         }
     }
     struct Tyre

OCR_Decode/Form1.cs

@@ -24,6 +24,7 @@ namespace OCR_Decode
 
         private void Form1_Load(object sender, EventArgs e)
         {
+        
             Reader = new Reader(CONFIG_FILE,TEMPORARY_IMAGE_FOLDER);
             RefreshUi();
         }

OCR_Decode/OCR_Decode.csproj

@@ -24,6 +24,7 @@
     <DefineConstants>DEBUG;TRACE</DefineConstants>
     <ErrorReport>prompt</ErrorReport>
     <WarningLevel>4</WarningLevel>
+    <AllowUnsafeBlocks>true</AllowUnsafeBlocks>
   </PropertyGroup>
   <PropertyGroup Condition=" '$(Configuration)|$(Platform)' == 'Release|AnyCPU' ">
     <PlatformTarget>AnyCPU</PlatformTarget>

OCR_Decode/OcrImage.cs

@@ -6,6 +6,7 @@ using System.Threading.Tasks;
 using System.Drawing;
 using System.Drawing.Drawing2D;
 using Accord.Imaging.Filters;
+using System.Drawing.Imaging;
 
 namespace OCR_Decode
 {
@@ -20,6 +21,7 @@ namespace OCR_Decode
             Text,
             Sector,
             Gap,
+            Tyre,
         }
         public OcrImage(Bitmap inputImage)
         {
@@ -42,7 +44,14 @@ namespace OCR_Decode
                     result = Grayscale(result);
                     result = InvertColors(result);
                     result = Tresholding(result, 165);
-                    //result = Erode(result,1);
+                    result = Resize(result);
+                    result = Dilatation(result, 1);
+                    break;
+                case WindowType.Tyre:
+                    //result = RemoveBG(result);
+                    result = RemoveUseless(result);
+                    result = Resize(result);
+                    result = Resize(result);
                     result = Resize(result);
                     result = Dilatation(result, 1);
                     break;
@@ -53,60 +62,266 @@ namespace OCR_Decode
                     result = Erode(result, 1);
                     break;
             }
-            
             //result = Dilatation(result, 1);
             return result;
         }
         public static Bitmap Grayscale(Bitmap input)
         {
-            Bitmap output = new Bitmap(input.Width, input.Height);
+            Bitmap bmp = input;
+            Rectangle rect = new Rectangle(0, 0, bmp.Width, bmp.Height);
+            BitmapData bmpData = bmp.LockBits(rect, ImageLockMode.ReadWrite, bmp.PixelFormat);
+            int bytesPerPixel = Bitmap.GetPixelFormatSize(bmp.PixelFormat) / 8;
 
-            for (int y = 0; y < input.Height; y++)
+            unsafe
             {
-                for (int x = 0; x < input.Width; x++)
+                byte* ptr = (byte*)bmpData.Scan0.ToPointer();
+                for (int y = 0; y < bmp.Height; y++)
                 {
-                    Color pixel = input.GetPixel(x, y);
-                    int gray = (int)(pixel.R * 0.3 + pixel.G * 0.59 + pixel.B * 0.11);
-                    output.SetPixel(x, y, Color.FromArgb(gray, gray, gray));
+                    byte* currentLine = ptr + (y * bmpData.Stride);
+                    for (int x = 0; x < bmp.Width; x++)
+                    {
+                        byte* pixel = currentLine + (x * bytesPerPixel);
+
+                        byte blue = pixel[0];
+                        byte green = pixel[1];
+                        byte red = pixel[2];
+
+                        int gray = (int)(red * 0.3 + green * 0.59 + blue * 0.11);
+
+                        pixel[0] = pixel[1] = pixel[2] = (byte)gray;
+                    }
                 }
             }
+            bmp.UnlockBits(bmpData);
 
-            return output;
+            return bmp;
         }
         public static Bitmap Tresholding(Bitmap input, int threshold)
         {
-            Bitmap output = new Bitmap(input.Width, input.Height);
+            Bitmap bmp = input;
+            Rectangle rect = new Rectangle(0, 0, bmp.Width, bmp.Height);
+            BitmapData bmpData = bmp.LockBits(rect, ImageLockMode.ReadWrite, bmp.PixelFormat);
+            int bytesPerPixel = Bitmap.GetPixelFormatSize(bmp.PixelFormat) / 8;
 
-            for (int y = 0; y < input.Height; y++)
+            unsafe
             {
-                for (int x = 0; x < input.Width; x++)
+                byte* ptr = (byte*)bmpData.Scan0.ToPointer();
+                for (int y = 0; y < bmp.Height; y++)
                 {
-                    Color pixel = input.GetPixel(x, y);
-                    int gray = (int)(pixel.R * 0.3 + pixel.G * 0.59 + pixel.B * 0.11);
-                    int value = gray < threshold ? 0 : 255;
-                    output.SetPixel(x, y, Color.FromArgb(value, value, value));
+                    byte* currentLine = ptr + (y * bmpData.Stride);
+                    for (int x = 0; x < bmp.Width; x++)
+                    {
+                        byte* pixel = currentLine + (x * bytesPerPixel);
+
+                        byte blue = pixel[0];
+                        byte green = pixel[1];
+                        byte red = pixel[2];
+
+                        int gray = (int)(red * 0.3 + green * 0.59 + blue * 0.11);
+                        int value = gray < threshold ? 0 : 255;
+
+                        pixel[0] = pixel[1] = pixel[2] = (byte)value;
+                    }
+                }
+            }
+            bmp.UnlockBits(bmpData);
+
+            return bmp;
+        }
+        public static Bitmap RemoveBG(Bitmap input)
+        {
+            Color limitColor = Color.FromArgb(0x50, 0x50, 0x50);
+            Bitmap bmp = input;
+            Rectangle rect = new Rectangle(0, 0, bmp.Width, bmp.Height);
+            BitmapData bmpData = bmp.LockBits(rect, ImageLockMode.ReadWrite, bmp.PixelFormat);
+            int bytesPerPixel = Bitmap.GetPixelFormatSize(bmp.PixelFormat) / 8;
+
+            unsafe
+            {
+                byte* ptr = (byte*)bmpData.Scan0.ToPointer();
+                for (int y = 0; y < bmp.Height; y++)
+                {
+                    byte* currentLine = ptr + (y * bmpData.Stride);
+                    for (int x = 0; x < bmp.Width; x++)
+                    {
+                        byte* pixel = currentLine + (x * bytesPerPixel);
+
+                        int B = pixel[0];
+                        int G = pixel[1];
+                        int R = pixel[2];
+
+                        if (R <= limitColor.R && G <= limitColor.G && B <= limitColor.B)
+                            pixel[0] = pixel[1] = pixel[2] = 0;
+                    }
+                }
+            }
+            bmp.UnlockBits(bmpData);
+
+            return bmp;
+        }
+        public unsafe static Bitmap RemoveUseless(Bitmap bmp)
+        {
+            bmp = RemoveBG(bmp);
+            Rectangle rect = new Rectangle(0, 0, bmp.Width, bmp.Height);
+            BitmapData bmpData = bmp.LockBits(rect, ImageLockMode.ReadWrite, bmp.PixelFormat);
+            int bytesPerPixel = Bitmap.GetPixelFormatSize(bmp.PixelFormat) / 8;
+
+
+            byte* ptr = (byte*)bmpData.Scan0.ToPointer();
+            for (int y = 0; y < bmp.Height; y++)
+            {
+                byte* currentLine = ptr + (y * bmpData.Stride);
+
+                List<int> pixelsToRemove = new List<int>();
+
+                bool fromBorder = true;
+
+                for (int x = 0; x < bmp.Width; x++)
+                {
+                    byte* pixel = currentLine + (x * bytesPerPixel);
+
+                    int B = pixel[0];
+                    int G = pixel[1];
+                    int R = pixel[2];
+
+                    if (fromBorder && B < 0x10 && G < 0x10 && R < 0x10)
+                    {
+                        pixelsToRemove.Add(x);
+                    }
+                    else
+                    {
+                        fromBorder = false;
+                    }
+                }
+                fromBorder = true;
+                for (int x = bmp.Width - 1; x > 0; x--)
+                {
+                    byte* pixel = currentLine + (x * bytesPerPixel);
+
+                    int B = pixel[0];
+                    int G = pixel[1];
+                    int R = pixel[2];
+
+                    if (fromBorder && B < 0x10 && G < 0x10 && R < 0x10)
+                    {
+                        pixelsToRemove.Add(x);
+                    }
+                    else
+                    {
+                        fromBorder = false;
+                    }
+                }
+
+                foreach (int pxPos in pixelsToRemove)
+                {
+                    byte* pixel = currentLine + (pxPos * bytesPerPixel);
+
+                    pixel[0] = 0xFF;
+                    pixel[1] = 0xFF;
+                    pixel[2] = 0xFF;
                 }
             }
 
-            return output;
+
+            //NOW REMOVING THE COLOR
+            Color limitColor = Color.FromArgb(0x50, 0x50, 0x50);
+            for (int y = 0; y < bmp.Height; y++)
+            {
+                byte* currentLine = ptr + (y * bmpData.Stride);
+                for (int x = 0; x < bmp.Width; x++)
+                {
+                    byte* pixel = currentLine + (x * bytesPerPixel);
+
+                    int B = pixel[0];
+                    int G = pixel[1];
+                    int R = pixel[2];
+
+                    //We remove the background pixels
+
+                    if (R >= limitColor.R || G >= limitColor.G || B >= limitColor.B)
+                    {
+                        pixel[0] = 0xFF;
+                        pixel[1] = 0xFF;
+                        pixel[2] = 0xFF;
+                    }
+                }
+            }
+
+
+
+            bmp.UnlockBits(bmpData);
+
+            return bmp;
+        }
+        public static Color GetAvgColorFromBitmap(Bitmap bmp)
+        {
+            Color limitColor = Color.FromArgb(0x50, 0x50, 0x50);
+            Rectangle rect = new Rectangle(0, 0, bmp.Width, bmp.Height);
+            BitmapData bmpData = bmp.LockBits(rect, ImageLockMode.ReadWrite, bmp.PixelFormat);
+            int bytesPerPixel = Bitmap.GetPixelFormatSize(bmp.PixelFormat) / 8;
+
+            int totR = 0;
+            int totG = 0;
+            int totB = 0;
+
+            int totPixels = 1;
+
+            unsafe
+            {
+                byte* ptr = (byte*)bmpData.Scan0.ToPointer();
+                for (int y = 0; y < bmp.Height; y++)
+                {
+                    byte* currentLine = ptr + (y * bmpData.Stride);
+                    for (int x = 0; x < bmp.Width; x++)
+                    {
+                        byte* pixel = currentLine + (x * bytesPerPixel);
+
+                        int B = pixel[0];
+                        int G = pixel[1];
+                        int R = pixel[2];
+
+                        //We remove the background pixels
+
+                        if (R >= limitColor.R || G >= limitColor.G || B >= limitColor.B)
+                        {
+                            totPixels++;
+                            totB += pixel[0];
+                            totG += pixel[1];
+                            totR += pixel[2];
+                        }
+                    }
+                }
+            }
+            bmp.UnlockBits(bmpData);
+
+            return Color.FromArgb(255, Convert.ToInt32((float)totR / (float)totPixels), Convert.ToInt32((float)totG / (float)totPixels), Convert.ToInt32((float)totB / (float)totPixels));
         }
         public static Bitmap InvertColors(Bitmap input)
         {
-            Bitmap output = new Bitmap(input.Width, input.Height);
+            Bitmap bmp = input;
+            Rectangle rect = new Rectangle(0, 0, bmp.Width, bmp.Height);
+            BitmapData bmpData = bmp.LockBits(rect, ImageLockMode.ReadWrite, bmp.PixelFormat);
+            int bytesPerPixel = Bitmap.GetPixelFormatSize(bmp.PixelFormat) / 8;
 
-            for (int y = 0; y < input.Height; y++)
+            unsafe
             {
-                for (int x = 0; x < input.Width; x++)
+                byte* ptr = (byte*)bmpData.Scan0.ToPointer();
+                for (int y = 0; y < bmp.Height; y++)
                 {
-                    Color pixel = input.GetPixel(x, y);
-                    int red = 255 - pixel.R;
-                    int green = 255 - pixel.G;
-                    int blue = 255 - pixel.B;
-                    output.SetPixel(x, y, Color.FromArgb(red, green, blue));
+                    byte* currentLine = ptr + (y * bmpData.Stride);
+                    for (int x = 0; x < bmp.Width; x++)
+                    {
+                        byte* pixel = currentLine + (x * bytesPerPixel);
+
+                        pixel[0] = (byte)(255 - pixel[0]);
+                        pixel[1] = (byte)(255 - pixel[1]);
+                        pixel[2] = (byte)(255 - pixel[2]);
+                    }
                 }
             }
+            bmp.UnlockBits(bmpData);
 
-            return output;
+            return bmp;
         }
         public static Bitmap ApplyGaussianBlur(Bitmap input, int radius)
         {

OCR_Decode/Reader.cs

@@ -217,7 +217,7 @@ namespace OCR_Decode
                         case 4:
                             //Tyres
                             Tyre tyre = (Tyre)objects[objId];
-                            result += "Tyre : " + tyre.Coumpound + " laps with the tyre : " + tyre.NumberOfLaps + " ";
+                            result += "Uses " + tyre.Coumpound + " tyre for " + tyre.NumberOfLaps + " laps";
                             break;
                         case 5:
                             //Name

OCR_Decode/Window.cs

@@ -153,22 +153,14 @@ namespace OCR_Decode
             page.Dispose();
             return result;
         }
-        protected string GetStringFromPng(bool onlyDigit = false)
+        public static string GetStringFromPng(Bitmap image,string allowedChars = "",OcrImage.WindowType windowType = OcrImage.WindowType.Text)
         {
             string result = "";
 
-            if (onlyDigit)
-            {
-                Engine.SetVariable("tessedit_char_whitelist", "0123456789");
-            }
-            else
-            {
-                Engine.SetVariable("tessedit_char_whitelist", "");
-            }
+            Engine.SetVariable("tessedit_char_whitelist", allowedChars);
 
-
-            Bitmap rawData = WindowImage;
-            Bitmap enhancedImage = new OcrImage(rawData).Enhance();
+            Bitmap rawData = image;
+            Bitmap enhancedImage = new OcrImage(rawData).Enhance(windowType);
 
             Page page = Engine.Process(enhancedImage);
             using (var iter = page.GetIterator())
@@ -179,13 +171,26 @@ namespace OCR_Decode
                     result += iter.GetText(PageIteratorLevel.Word);
                 } while (iter.Next(PageIteratorLevel.Word));
             }
+            if (allowedChars.Contains("S"))
+            {
+                enhancedImage.Save(Reader.DEBUG_DUMP_FOLDER + "Tyre" + result +".png");
+            }
+            else
+            {
+                enhancedImage.Save(Reader.DEBUG_DUMP_FOLDER + result +".png");
+            }
            
-            enhancedImage.Save(Reader.DEBUG_DUMP_FOLDER + Regex.Replace(result, "[^0-9A-Za-z]", "") + ".png");
 
             page.Dispose();
             return result;
         }
-        //This method has been gnerated using ChatGPT
+        protected Bitmap GetSmallBitmapFromBigOne(Bitmap bmp, Rectangle rectangle)
+        {
+            Bitmap sample = new Bitmap(rectangle.Width, rectangle.Height);
+            Graphics g = Graphics.FromImage(sample);
+            g.DrawImage(bmp, new Rectangle(0, 0, sample.Width, sample.Height), rectangle, GraphicsUnit.Pixel);
+            return sample;
+        }
         protected static string FindClosestMatch(List<string> array, string target)
         {
             var closestMatch = "";
@@ -202,7 +207,7 @@ namespace OCR_Decode
             }
             return closestMatch;
         }
-        //This is a tool to be able to compare strings 
+        //This method has been generated with the help of ChatGPT
         protected static int LevenshteinDistance(string s1, string s2)
         {
             if (string.IsNullOrEmpty(s1))