mirror of
https://github.com/gnh1201/welsonjs.git
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141 lines
4.8 KiB
C#
141 lines
4.8 KiB
C#
// this is prototype code
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// https://github.com/gnh1201/welsonjs
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using System;
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using System.Collections.Generic;
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using System.Drawing;
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using System.IO;
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using System.Windows.Forms;
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using WelsonJS.Service;
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public class TemplateMatching
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{
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public void Test(string workingDirectory)
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{
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string templateFolderPath = Path.Combine(workingDirectory, "assets/img/templates");
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// Load all template images
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List<Bitmap> templateImages = LoadTemplateImages(templateFolderPath);
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// try template matching
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List<(string FileName, int ScreenNumber, Point Location, double MaxCorrelation)> results =
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CaptureAndMatchAllScreens(templateImages);
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// print results
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foreach (var result in results)
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{
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Console.WriteLine($"Template: {result.FileName}, Screen: {result.ScreenNumber}, " +
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$"Location: (x: {result.Location.X}, y: {result.Location.Y}), " +
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$"Max Correlation: {result.MaxCorrelation}");
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}
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}
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public static List<Bitmap> LoadTemplateImages(string folderPath)
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{
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var templates = new List<Bitmap>();
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var files = Directory.GetFiles(folderPath, "*.png");
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foreach (var file in files)
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{
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templates.Add(new Bitmap(file));
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}
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return templates;
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}
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public static List<(string FileName, int ScreenNumber, Point Location, double MaxCorrelation)>
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CaptureAndMatchAllScreens(List<Bitmap> templateImages)
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{
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var results = new List<(string FileName, int ScreenNumber, Point Location, double MaxCorrelation)>();
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for (int i = 0; i < Screen.AllScreens.Length; i++)
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{
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Screen screen = Screen.AllScreens[i];
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Bitmap mainImage = CaptureScreen(screen);
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foreach (var templateImage in templateImages)
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{
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Point matchLocation = FindTemplate(mainImage, templateImage, out double maxCorrelation);
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string templateFileName = templateImage.Tag as string;
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results.Add((templateFileName, i, matchLocation, maxCorrelation));
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}
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}
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return results;
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}
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public static Bitmap CaptureScreen(Screen screen)
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{
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Rectangle screenSize = screen.Bounds;
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Bitmap bitmap = new Bitmap(screenSize.Width, screenSize.Height);
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using (Graphics g = Graphics.FromImage(bitmap))
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{
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g.CopyFromScreen(screenSize.Left, screenSize.Top, 0, 0, screenSize.Size);
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}
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return bitmap;
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}
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public static Point FindTemplate(Bitmap mainImage, Bitmap templateImage, out double maxCorrelation)
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{
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int mainWidth = mainImage.Width;
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int mainHeight = mainImage.Height;
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int templateWidth = templateImage.Width;
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int templateHeight = templateImage.Height;
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Point bestMatch = Point.Empty;
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maxCorrelation = double.MinValue;
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for (int x = 0; x <= mainWidth - templateWidth; x++)
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{
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for (int y = 0; y <= mainHeight - templateHeight; y++)
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{
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double correlation = CalculateCorrelation(mainImage, templateImage, x, y);
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if (correlation > maxCorrelation)
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{
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maxCorrelation = correlation;
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bestMatch = new Point(x, y);
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}
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}
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}
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return bestMatch;
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}
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private static double CalculateCorrelation(Bitmap mainImage, Bitmap templateImage, int offsetX, int offsetY)
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{
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int templateWidth = templateImage.Width;
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int templateHeight = templateImage.Height;
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double sumTemplate = 0;
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double sumTemplateSquare = 0;
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double sumMain = 0;
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double sumMainSquare = 0;
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double sumProduct = 0;
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for (int x = 0; x < templateWidth; x++)
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{
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for (int y = 0; y < templateHeight; y++)
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{
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Color mainPixel = mainImage.GetPixel(x + offsetX, y + offsetY);
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Color templatePixel = templateImage.GetPixel(x, y);
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double mainGray = (mainPixel.R + mainPixel.G + mainPixel.B) / 3.0;
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double templateGray = (templatePixel.R + templatePixel.G + templatePixel.B) / 3.0;
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sumTemplate += templateGray;
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sumTemplateSquare += templateGray * templateGray;
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sumMain += mainGray;
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sumMainSquare += mainGray * mainGray;
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sumProduct += mainGray * templateGray;
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}
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}
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int numPixels = templateWidth * templateHeight;
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double numerator = (numPixels * sumProduct) - (sumMain * sumTemplate);
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double denominator = Math.Sqrt(((numPixels * sumMainSquare) - (sumMain * sumMain)) * ((numPixels * sumTemplateSquare) - (sumTemplate * sumTemplate)));
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return denominator == 0 ? 0 : numerator / denominator;
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}
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} |