public static List <Color> GenerateRandomSampleHistogram(Image Source, int paletteSize)
{
List <Color> colors = new List <Color>();
for (int i = 0; i < paletteSize; i++)
{
colors.Add(Source.PixelList[rnd.Next(0, Source.PixelList.Count)].Color);
}
return(colors);
}
public static List <ColorPair> GenerateRandomColorPair(Image Source, int paletteSize)
{
List <ColorPair> colors = new List <ColorPair>();
for (int i = 0; i < paletteSize; i++)
{
Color chosen = Source.PixelList[rnd.Next(0, Source.PixelList.Count)].Color;
colors.Add(new ColorPair(chosen, CustomPixel.converter.ToLab(new RGBColor(chosen.R / 255.00, chosen.G / 255.00, chosen.B / 255.00))));
}
return(colors);
}
public static List <Color> GenerateHistogram(Image Source, int paletteSize)
{
ProcessWindow.WriteLine("Bucketing pixels...");
int firstThird = 85;
int secondThird = 170;
List <Color> colors = new List <Color>();
List <List <CustomPixel> > buckets = new List <List <CustomPixel> >();
var b1 = new List <CustomPixel>(); buckets.Add(b1);
var b2 = new List <CustomPixel>(); buckets.Add(b2);
var b3 = new List <CustomPixel>(); buckets.Add(b3);
var b4 = new List <CustomPixel>(); buckets.Add(b4);
var b5 = new List <CustomPixel>(); buckets.Add(b5);
var b6 = new List <CustomPixel>(); buckets.Add(b6);
var b7 = new List <CustomPixel>(); buckets.Add(b7);
var b8 = new List <CustomPixel>(); buckets.Add(b8);
var b9 = new List <CustomPixel>(); buckets.Add(b9);
var b10 = new List <CustomPixel>(); buckets.Add(b10);
var b11 = new List <CustomPixel>(); buckets.Add(b11);
var b12 = new List <CustomPixel>(); buckets.Add(b12);
var b13 = new List <CustomPixel>(); buckets.Add(b13);
var b14 = new List <CustomPixel>(); buckets.Add(b14);
var b15 = new List <CustomPixel>(); buckets.Add(b15);
var b16 = new List <CustomPixel>(); buckets.Add(b16);
var b17 = new List <CustomPixel>(); buckets.Add(b17);
var b18 = new List <CustomPixel>(); buckets.Add(b18);
var b19 = new List <CustomPixel>(); buckets.Add(b19);
var b20 = new List <CustomPixel>(); buckets.Add(b20);
var b21 = new List <CustomPixel>(); buckets.Add(b21);
var b22 = new List <CustomPixel>(); buckets.Add(b22);
var b23 = new List <CustomPixel>(); buckets.Add(b23);
var b24 = new List <CustomPixel>(); buckets.Add(b24);
var b25 = new List <CustomPixel>(); buckets.Add(b25);
var b26 = new List <CustomPixel>(); buckets.Add(b26);
var b27 = new List <CustomPixel>(); buckets.Add(b27);
foreach (CustomPixel p in Source.PixelList)
{
var x = p.Point.X;
var y = p.Point.Y;
var z = p.Point.Z;
if (x < firstThird && y < firstThird && z < firstThird)//Bucket 1
{
b1.Add(p);
continue;
}
if ((x > firstThird && x < secondThird) && y < firstThird && z < firstThird)//Bucket 2
{
b2.Add(p);
continue;
}
if (x > secondThird && y < firstThird && z < firstThird)//Bucket 3
{
b3.Add(p);
continue;
}
//=========================================================================================================
if (x < firstThird && (y > firstThird && y < secondThird) && z < firstThird)//Bucket 4
{
b4.Add(p);
continue;
}
if ((x > firstThird && x < secondThird) && (y > firstThird && y < secondThird) && z < firstThird)//Bucket 5
{
b5.Add(p);
continue;
}
if (x > secondThird && (y > firstThird && y < secondThird) && z < firstThird)//Bucket 6
{
b6.Add(p);
continue;
}
//=========================================================================================================
if (x < firstThird && y > secondThird && z < firstThird)//Bucket 7
{
b7.Add(p);
continue;
}
if ((x > firstThird && x < secondThird) && y > secondThird && z < firstThird)//Bucket 8
{
b8.Add(p);
continue;
}
if (x > secondThird && y > secondThird && z < firstThird)//Bucket 9
{
b9.Add(p);
continue;
}
//=========================================================================================================
//=========================================================================================================
if (x < firstThird && y < firstThird && (z > firstThird && z < secondThird))//Bucket 10
{
b10.Add(p);
continue;
}
if ((x > firstThird && x < secondThird) && y < firstThird && (z > firstThird && z < secondThird))//Bucket 11
{
b11.Add(p);
continue;
}
if (x > secondThird && y < firstThird && (z > firstThird && z < secondThird))//Bucket 12
{
b12.Add(p);
continue;
}
//=========================================================================================================
if (x < firstThird && (y > firstThird && y < secondThird) && (z > firstThird && z < secondThird))//Bucket 13
{
b13.Add(p);
continue;
}
if ((x > firstThird && x < secondThird) && (y > firstThird && y < secondThird) && (z > firstThird && z < secondThird))//Bucket 14
{
b14.Add(p);
continue;
}
if (x > secondThird && (y > firstThird && y < secondThird) && (z > firstThird && z < secondThird))//Bucket 15
{
b15.Add(p);
continue;
}
//=========================================================================================================
if (x < firstThird && y > secondThird && (z > firstThird && z < secondThird))//Bucket 16
{
b16.Add(p);
continue;
}
if ((x > firstThird && x < secondThird) && y > secondThird && (z > firstThird && z < secondThird))//Bucket 17
{
b17.Add(p);
continue;
}
if (x > secondThird && y > secondThird && (z > firstThird && z < secondThird))//Bucket 18
{
b18.Add(p);
continue;
}
//=========================================================================================================
//=========================================================================================================
if (x < firstThird && y < firstThird && z > secondThird)//Bucket 19
{
b19.Add(p);
continue;
}
if ((x > firstThird && x < secondThird) && y < firstThird && z > secondThird)//Bucket 20
{
b20.Add(p);
continue;
}
if (x > secondThird && y < firstThird && z > secondThird)//Bucket 21
{
b21.Add(p);
continue;
}
//=========================================================================================================
if (x < firstThird && (y > firstThird && y < secondThird) && z > secondThird)//Bucket 22
{
b22.Add(p);
continue;
}
if ((x > firstThird && x < secondThird) && (y > firstThird && y < secondThird) && z > secondThird)//Bucket 23
{
b23.Add(p);
continue;
}
if (x > secondThird && (y > firstThird && y < secondThird) && z > secondThird)//Bucket 24
{
b24.Add(p);
continue;
}
//=========================================================================================================
if (x < firstThird && y > secondThird && z > secondThird)//Bucket 25
{
b25.Add(p);
continue;
}
if ((x > firstThird && x < secondThird) && y > secondThird && z > secondThird)//Bucket 26
{
b26.Add(p);
continue;
}
if (x > secondThird && y > secondThird && z > secondThird)//Bucket 27
{
b27.Add(p);
continue;
}
//=========================================================================================================
}
ProcessWindow.WriteLine("Ordering buckets by count...");
buckets = buckets.OrderBy(d => d.Count).Reverse().ToList();
ProcessWindow.WriteLine($"Take {paletteSize}");
buckets = buckets.Take(paletteSize).ToList();
buckets = buckets.Where(r => r.Count > 100).ToList();
//buckets = buckets.Where(r => r.Count > ((double)Source.PixelList.Count / 500)).ToList();
ProcessWindow.WriteLine("Averaging samples");
foreach (List <CustomPixel> l in buckets)
{
//if (colors.Count >= paletteSize) break;
double avgR = 0;
double avgG = 0;
double avgB = 0;
foreach (CustomPixel p in l)
{
avgR += p.Color.R;
avgG += p.Color.G;
avgB += p.Color.B;
}
avgR = avgR / l.Count;
avgG = avgG / l.Count;
avgB = avgB / l.Count;
double depth = (double)l.Count / (double)Source.PixelList.Count * 10.00;
if (depth < 1)
{
depth = 1;
}
for (int i = 0; i < depth; i++)
{
colors.Add(Color.FromArgb((int)avgR, (int)avgG, (int)avgB));
}
}
ProcessWindow.WriteLine("Finished Generating Colors");
return(colors);
}
public static List <ColorPair> GenerateMedianHistogramPair(Image Source, int paletteSize)
{
//ProcessWindow.WriteLine("Bucketing pixels...");
//using (StreamWriter outfile = new StreamWriter("C:/Test4.csv"))
//{
// //outfile.Write("R,G,B\n");
// int i = 0;
// foreach (CustomPixel p in Source.PixelList)
// {
// if (i % (Source.PixelList.Count / 10000) == 0)
// {
// outfile.WriteLine($"{Math.Round(p.Color.R / 255.0, 3)},{Math.Round(p.Color.G / 255.0, 3)},{Math.Round(p.Color.B / 255.0, 3)}");
// }
// i++;
// }
//}
//using (StreamWriter outfile = new StreamWriter("C:/x.csv"))
//{
// //outfile.Write("X\n");
// int i = 0;
// foreach (CustomPixel p in Source.PixelList)
// {
// if (i % (Source.PixelList.Count / 10000) == 0)
// {
// outfile.WriteLine($"{p.Color.R}");
// }
// i++;
// }
//}
//using (StreamWriter outfile = new StreamWriter("C:/y.csv"))
//{
// //outfile.Write("Y\n");
// int i = 0;
// foreach (CustomPixel p in Source.PixelList)
// {
// if (i % (Source.PixelList.Count / 10000) == 0)
// {
// outfile.WriteLine($"{p.Color.G}");
// }
// i++;
// }
//}
//using (StreamWriter outfile = new StreamWriter("C:/z.csv"))
//{
// //outfile.Write("Z\n");
// int i = 0;
// foreach (CustomPixel p in Source.PixelList)
// {
// if (i % (Source.PixelList.Count / 10000) == 0)
// {
// outfile.WriteLine($"{p.Color.B}");
// }
// i++;
// }
//}
var sortedR = Source.PixelList.OrderBy(x => x.Color.R).ToList();
//var firstR = sortedR.First();
//var lastR = sortedR.Last();
var medianR = sortedR[sortedR.Count() / 2];
//var rangeR = lastR.Color.R - firstR.Color.R;
var stdDevR = DeltaE.StdDev(sortedR.Select(x => (int)x.Color.R).ToList());
var insideStdDevR = sortedR.Where(x => x.Color.R > medianR.Color.R - (stdDevR / 2) && x.Color.R < medianR.Color.R + (stdDevR / 2)).ToList();
var x1 = sortedR[sortedR.Count / 3].Color.R;
var x2 = sortedR[sortedR.Count - sortedR.Count / 3].Color.R;
var sortedG = Source.PixelList.OrderBy(x => x.Color.G).ToList();
//var firstG = sortedG.First();
//var lastG = sortedG.Last();
var medianG = sortedG[sortedG.Count() / 2];
//var rangeG = lastG.Color.G - firstG.Color.G;
var stdDevG = DeltaE.StdDev(sortedG.Select(x => (int)x.Color.G).ToList());
var insideStdDevG = sortedG.Where(x => x.Color.G > medianR.Color.G - (stdDevG / 2) && x.Color.G < medianG.Color.G + (stdDevG / 2)).ToList();
var y1 = sortedG[sortedG.Count / 3].Color.G;
var y2 = sortedG[sortedG.Count - sortedG.Count / 3].Color.G;
var sortedB = Source.PixelList.OrderBy(x => x.Color.B).ToList();
//var firstB = sortedB.First();
//var lastB = sortedB.Last();
var medianB = sortedB[sortedB.Count() / 2];
//var rangeB = lastB.Color.B - firstB.Color.B;
var stdDevB = DeltaE.StdDev(sortedB.Select(x => (int)x.Color.B).ToList());
var insideStdDevB = sortedB.Where(x => x.Color.B > medianR.Color.B - (stdDevB / 2) && x.Color.B < medianG.Color.B + (stdDevB / 2)).ToList();
var z1 = sortedB[sortedB.Count / 3].Color.B;
var z2 = sortedB[sortedB.Count - sortedB.Count / 3].Color.B;
List <Color> colors = new List <Color>();
List <List <CustomPixel> > buckets = new List <List <CustomPixel> >();
var b1 = new List <CustomPixel>(); buckets.Add(b1);
var b2 = new List <CustomPixel>(); buckets.Add(b2);
var b3 = new List <CustomPixel>(); buckets.Add(b3);
var b4 = new List <CustomPixel>(); buckets.Add(b4);
var b5 = new List <CustomPixel>(); buckets.Add(b5);
var b6 = new List <CustomPixel>(); buckets.Add(b6);
var b7 = new List <CustomPixel>(); buckets.Add(b7);
var b8 = new List <CustomPixel>(); buckets.Add(b8);
var b9 = new List <CustomPixel>(); buckets.Add(b9);
var b10 = new List <CustomPixel>(); buckets.Add(b10);
var b11 = new List <CustomPixel>(); buckets.Add(b11);
var b12 = new List <CustomPixel>(); buckets.Add(b12);
var b13 = new List <CustomPixel>(); buckets.Add(b13);
var b14 = new List <CustomPixel>(); buckets.Add(b14);
var b15 = new List <CustomPixel>(); buckets.Add(b15);
var b16 = new List <CustomPixel>(); buckets.Add(b16);
var b17 = new List <CustomPixel>(); buckets.Add(b17);
var b18 = new List <CustomPixel>(); buckets.Add(b18);
var b19 = new List <CustomPixel>(); buckets.Add(b19);
var b20 = new List <CustomPixel>(); buckets.Add(b20);
var b21 = new List <CustomPixel>(); buckets.Add(b21);
var b22 = new List <CustomPixel>(); buckets.Add(b22);
var b23 = new List <CustomPixel>(); buckets.Add(b23);
var b24 = new List <CustomPixel>(); buckets.Add(b24);
var b25 = new List <CustomPixel>(); buckets.Add(b25);
var b26 = new List <CustomPixel>(); buckets.Add(b26);
var b27 = new List <CustomPixel>(); buckets.Add(b27);
foreach (CustomPixel p in Source.PixelList)
{
var x = p.Point.X;
var y = p.Point.Y;
var z = p.Point.Z;
if (x < x1 && y < y1 && z < z1)//Bucket 1
{
b1.Add(p);
continue;
}
if ((x > x1 && x < x2) && y < y1 && z < z1)//Bucket 2
{
b2.Add(p);
continue;
}
if (x > x2 && y < y1 && z < z1)//Bucket 3
{
b3.Add(p);
continue;
}
//=========================================================================================================
if (x < x1 && (y > y1 && y < y2) && z < z1)//Bucket 4
{
b4.Add(p);
continue;
}
if ((x > x1 && x < x2) && (y > y1 && y < y2) && z < z1)//Bucket 5
{
b5.Add(p);
continue;
}
if (x > x2 && (y > y1 && y < y2) && z < z1)//Bucket 6
{
b6.Add(p);
continue;
}
//=========================================================================================================
if (x < x1 && y > y2 && z < z1)//Bucket 7
{
b7.Add(p);
continue;
}
if ((x > x1 && x < x2) && y > y2 && z < z1)//Bucket 8
{
b8.Add(p);
continue;
}
if (x > x2 && y > y2 && z < z1)//Bucket 9
{
b9.Add(p);
continue;
}
//=========================================================================================================
//=========================================================================================================
if (x < x1 && y < y1 && (z > z1 && z < z2))//Bucket 10
{
b10.Add(p);
continue;
}
if ((x > x1 && x < x2) && y < y1 && (z > z1 && z < z2))//Bucket 11
{
b11.Add(p);
continue;
}
if (x > x2 && y < y1 && (z > z1 && z < z2))//Bucket 12
{
b12.Add(p);
continue;
}
//=========================================================================================================
if (x < x1 && (y > y1 && y < y2) && (z > z1 && z < z2))//Bucket 13
{
b13.Add(p);
continue;
}
if ((x > x1 && x < x2) && (y > y1 && y < y2) && (z > z1 && z < z2))//Bucket 14
{
b14.Add(p);
continue;
}
if (x > x1 && (y > y1 && y < y2) && (z > z1 && z < z2))//Bucket 15
{
b15.Add(p);
continue;
}
//=========================================================================================================
if (x < x1 && y > y2 && (z > z1 && z < z2))//Bucket 16
{
b16.Add(p);
continue;
}
if ((x > x1 && x < x2) && y > y2 && (z > z1 && z < z2))//Bucket 17
{
b17.Add(p);
continue;
}
if (x > x2 && y > y2 && (z > z1 && z < z2))//Bucket 18
{
b18.Add(p);
continue;
}
//=========================================================================================================
//=========================================================================================================
if (x < x1 && y < y1 && z > z2)//Bucket 19
{
b19.Add(p);
continue;
}
if ((x > x1 && x < x2) && y < y1 && z > z2)//Bucket 20
{
b20.Add(p);
continue;
}
if (x > x2 && y < y1 && z > z2)//Bucket 21
{
b21.Add(p);
continue;
}
//=========================================================================================================
if (x < x1 && (y > y1 && y < y2) && z > z2)//Bucket 22
{
b22.Add(p);
continue;
}
if ((x > x1 && x < x2) && (y > y1 && y < y2) && z > z2)//Bucket 23
{
b23.Add(p);
continue;
}
if (x > x2 && (y > y1 && y < y2) && z > z2)//Bucket 24
{
b24.Add(p);
continue;
}
//=========================================================================================================
if (x < x1 && y > y2 && z > z2)//Bucket 25
{
b25.Add(p);
continue;
}
if ((x > x1 && x < x2) && y > y2 && z > z2)//Bucket 26
{
b26.Add(p);
continue;
}
if (x > x2 && y > y2 && z > z2)//Bucket 27
{
b27.Add(p);
continue;
}
//=========================================================================================================
}
//ProcessWindow.WriteLine("Ordering buckets by count...");
buckets = buckets.OrderBy(d => d.Count).Reverse().ToList();
//ProcessWindow.WriteLine($"Take {paletteSize}");
buckets = buckets.Where(x => x.Count > _bucketCutoff).Take(paletteSize).ToList();
//THIS TAKES MOS SIGNIDICANT BUCKETS OVER A THRESHOLD
//buckets = buckets.Where(r => r.Count > ((double)Source.PixelList.Count / (buckets.Count * 10))).ToList();
//ProcessWindow.WriteLine("Averaging samples");
foreach (List <CustomPixel> l in buckets)
{
if (l.Count == 0)
{
ProcessWindow.WriteLine("EMPTY BUCKET");
continue;
}
//if (colors.Count >= paletteSize) break;
int avgR = 0;
int avgG = 0;
int avgB = 0;
foreach (CustomPixel p in l)
{
avgR += p.Color.R;
avgG += p.Color.G;
avgB += p.Color.B;
}
avgR = avgR / l.Count;
avgG = avgG / l.Count;
avgB = avgB / l.Count;
colors.Add(Color.FromArgb((int)avgR, (int)avgG, (int)avgB));
}
//ProcessWindow.WriteLine("Finished Generating Colors");
return(HistogramGenerator.GenerateLabValues(colors));
}