From 6b63736c9b08e22e412b6bbf6dc346b7244d79c3 Mon Sep 17 00:00:00 2001 From: Srihariharan Date: Fri, 21 Jun 2024 16:03:11 +0530 Subject: [PATCH] 892956: Added sample for Image Enhancement in OCR. --- .../OCR_ImageEnhancement.sln | 25 +++ .../Carte grise Peugeot 108.pdf | Bin 0 -> 2081871 bytes .../OCR_ImageEnhancement/ImageProcessor.cs | 184 ++++++++++++++++++ .../OCR_ImageEnhancement.csproj | 15 ++ .../OCR_ImageEnhancement/Program.cs | 27 +++ 5 files changed, 251 insertions(+) create mode 100644 OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement.sln create mode 100644 OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/Carte grise Peugeot 108.pdf create mode 100644 OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/ImageProcessor.cs create mode 100644 OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/OCR_ImageEnhancement.csproj create mode 100644 OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/Program.cs diff --git 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zXl(@T37A8W^*}R+EGu|7!6%!cbFM|l!x{kds^cHFRRd&;kf(Qf$w5$|i;Xbsr7_bH&6jpEG)b0*@^<}jx zYNF1oD;rS_x4HZvA7a!_3DQA`RBnw%lj{} CC^TmP literal 0 HcmV?d00001 diff --git a/OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/ImageProcessor.cs b/OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/ImageProcessor.cs new file mode 100644 index 00000000..44756803 --- /dev/null +++ b/OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/ImageProcessor.cs @@ -0,0 +1,184 @@ +using SixLabors.ImageSharp; +using SixLabors.ImageSharp.Formats.Png; +using SixLabors.ImageSharp.Processing; +using SkiaSharp; +using Syncfusion.OCRProcessor; +using System; +using System.Collections.Generic; +using System.Linq; +using System.Text; +using System.Threading.Tasks; + +namespace OCR_ImageEnhancement +{ + class ImageProcessor : IImageProcessor + { + public Stream ProcessImage(Stream imageStream) + { + //Process the image from stream with any third party library and return the processed image. + Stream processedImageStream =ConvertToGrayscaleImage(imageStream); + return processedImageStream; + } + + public Stream EnhanceResolution(Stream imgstream) + { + var imageStream = new MemoryStream(); + imgstream.CopyTo(imageStream); + SKBitmap bitmap = SKBitmap.Decode(imageStream.ToArray()); + + // Create a new SKImageInfo with the same width and height as the original image + SKImageInfo info = new SKImageInfo(bitmap.Width, bitmap.Height); + + // Create a new SKSurface with the SKImageInfo + using (SKSurface surface = SKSurface.Create(info)) + { + // Get the SKCanvas from the SKSurface + SKCanvas canvas = surface.Canvas; + + // Create a new SKPaint for drawing + SKPaint paint = new SKPaint(); + + // Create a sharpening factor (experiment with different values) + float sharpenFactor = 12; + + // Loop through each pixel and apply sharpening + for (int x = 1; x < bitmap.Width - 1; x++) + { + for (int y = 1; y < bitmap.Height - 1; y++) + { + // Get the pixel values from the surrounding pixels + SKColor center = bitmap.GetPixel(x, y); + SKColor left = bitmap.GetPixel(x - 1, y); + SKColor right = bitmap.GetPixel(x + 1, y); + SKColor top = bitmap.GetPixel(x, y - 1); + SKColor bottom = bitmap.GetPixel(x, y + 1); + + // Calculate the sharpened pixel value + byte red = Clamp((int)(center.Red + sharpenFactor * (center.Red - (left.Red + right.Red + top.Red + bottom.Red) / 4))); + byte green = Clamp((int)(center.Green + sharpenFactor * (center.Green - (left.Green + right.Green + top.Green + bottom.Green) / 4))); + byte blue = Clamp((int)(center.Blue + sharpenFactor * (center.Blue - (left.Blue + right.Blue + top.Blue + bottom.Blue) / 4))); + + // Apply the sharpened pixel value + SKColor sharpenedColor = new SKColor(red, green, blue); + paint.Color = sharpenedColor; + + // Draw a rectangle representing the sharpened pixel + canvas.DrawRect(x, y, 1, 1, paint); + } + } + + // Create a new SKImage from the SKSurface + SKImage image = surface.Snapshot(); + + // Encode the SKImage to a new SKData + SKData data = image.Encode(SKEncodedImageFormat.Png, 100); + using (var stream1 = System.IO.File.OpenWrite("sharpened1.png")) + { + data.SaveTo(stream1); + // stream.Dispose(); + } + return data.AsStream(); + } + } + static byte Clamp(int value) + { + return (byte)(value < 0 ? 0 : (value > 255 ? 255 : value)); + } + private Stream ConvertToGrayscaleImage(Stream imgstream) + { + var imageStream = new MemoryStream(); + imgstream.CopyTo(imageStream); + SKBitmap originalBitmap = SKBitmap.Decode(imageStream.ToArray()); + // Create a new bitmap with the same dimensions as the original + SKBitmap grayscaleBitmap = new SKBitmap(originalBitmap.Width, originalBitmap.Height); + + // Iterate through each pixel in the original bitmap + for (int x = 0; x < originalBitmap.Width; x++) + { + for (int y = 0; y < originalBitmap.Height; y++) + { + // Get the color of the original pixel + SKColor originalColor = originalBitmap.GetPixel(x, y); + + // Calculate the grayscale value + byte grayscaleValue = (byte)((originalColor.Red + originalColor.Green + originalColor.Blue) / 3); + + // Create a new color with the same grayscale value for all channels + SKColor grayscaleColor = new SKColor(grayscaleValue, grayscaleValue, grayscaleValue); + + // Set the pixel in the new grayscale bitmap + grayscaleBitmap.SetPixel(x, y, grayscaleColor); + } + } + + // Save or use the grayscale image as needed + SKImage grayscaleImage = SKImage.FromBitmap(grayscaleBitmap); + + // Encode and save the image + SKData data = grayscaleImage.Encode(); + return data.AsStream(); + } + private Stream Sixlaborslib(Stream imageStream) + { + MemoryStream stream = new MemoryStream(); + using (Image image = Image.Load(imageStream)) + { + image.Mutate(x => x.GaussianSharpen()); + image.Mutate(x => x.Grayscale()); + image.Mutate(x => x.BinaryThreshold(0.75f)); + image.Save(stream, new PngEncoder()); + } + return stream; + } + private Stream imageBinarization(Stream imgstream) + { + var imageStream = new MemoryStream(); + imgstream.CopyTo(imageStream); + SKBitmap bitmap = SKBitmap.Decode(imageStream.ToArray()); + + // Create a new SKImageInfo with the same width and height as the original image + SKImageInfo info = new SKImageInfo(bitmap.Width, bitmap.Height); + + // Create a new SKSurface with the SKImageInfo + using (SKSurface surface = SKSurface.Create(info)) + { + // Get the SKCanvas from the SKSurface + SKCanvas canvas = surface.Canvas; + + // Create a new SKPaint for drawing + SKPaint paint = new SKPaint(); + + // Loop through each pixel and apply binarization based on a threshold + for (int x = 0; x < bitmap.Width; x++) + { + for (int y = 0; y < bitmap.Height; y++) + { + SKColor pixelColor = bitmap.GetPixel(x, y); + + // Adjust the threshold value based on your needs + int threshold = 205; + + // Perform binarization + SKColor binarizedColor = (pixelColor.Red + pixelColor.Green + pixelColor.Blue) / 3 > threshold + ? SKColors.White + : SKColors.Black; + + paint.Color = binarizedColor; + + // Draw a rectangle representing the binarized pixel + canvas.DrawRect(x, y, 1, 1, paint); + } + } + + // Create a new SKImage from the SKSurface + SKImage image = surface.Snapshot(); + + // Encode the SKImage to a new SKData + SKData data = image.Encode(SKEncodedImageFormat.Png, 100); + + return data.AsStream(); + + } + } + } +} diff --git a/OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/OCR_ImageEnhancement.csproj b/OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/OCR_ImageEnhancement.csproj new file mode 100644 index 00000000..014777a4 --- /dev/null +++ b/OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/OCR_ImageEnhancement.csproj @@ -0,0 +1,15 @@ + + + + Exe + net8.0 + enable + enable + + + + + + + + diff --git a/OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/Program.cs b/OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/Program.cs new file mode 100644 index 00000000..74435bef --- /dev/null +++ b/OCR/.NET/Perform-OCR-ImageEnhancement/OCR_ImageEnhancement/Program.cs @@ -0,0 +1,27 @@ + +using OCR_ImageEnhancement; +using Syncfusion.OCRProcessor; +using Syncfusion.Pdf.Parsing; + + +//Initialize the OCR processor. +using (OCRProcessor processor = new OCRProcessor()) +{ + //Load an existing PDF document. + FileStream stream = new FileStream("../../../Carte grise Peugeot 108.pdf", FileMode.Open); + PdfLoadedDocument document = new PdfLoadedDocument(stream); + //Set OCR language. + processor.Settings.Language = Languages.English; + processor.ImageProcessor = new ImageProcessor(); + //Perform OCR with input document and tessdata (Language packs). + string text = processor.PerformOCR(document, 0, 0, processor.TessDataPath); + //Create file stream. + using (FileStream outputFileStream = new FileStream("../../../Output.pdf", FileMode.Create, FileAccess.ReadWrite)) + { + //Save the PDF document to file stream. + document.Save(outputFileStream); + } + //Close the document. + document.Close(true); + File.WriteAllText("../../../Output.txt", text); +} \ No newline at end of file