public static CIFARImageBW FromCIFARImage(CIFARImage orig)
{
CIFARImageBW result = new CIFARImageBW(orig.Label, orig.Width, orig.Height);
for (int i = 0; i < result.PixelData.Length; ++i)
{
result.PixelData[i] = (orig.PixelData[i] + orig.PixelData[i + 1024] + orig.PixelData[i + 2048]) / 3.0;
}
return result;
}
public static CIFARImageBW FromCIFARImage(CIFARImage orig, int channel)
{
if (channel < 0 || channel > 2)
throw new Exception("Channel != 1, 2, or 3");
CIFARImageBW result = new CIFARImageBW(orig.Label, orig.Width, orig.Height );
for (int i = 0; i < result.PixelData.Length; ++i)
{
result.PixelData[i] = (orig.PixelData[i + 1024 * channel]);
}
return result;
}
/// <summary>
/// Zbior uczacy, zbior testowy
/// </summary>
public static Tuple<List<CIFARImage>, List<CIFARImage>> Read()
{
if (!Directory.Exists(DataFolder))
throw new IOException("Unable to find DataFolder.");
Console.WriteLine("Reading files");
BinaryReader br = null;
List<CIFARImage> DataTrain = new List<CIFARImage>(), DataTest = new List<CIFARImage>();
int[] classCountTrain = new int[10], classCountTest = new int[10];
// train data
for (int i = 1; i <= 5; ++i)
{
br = new BinaryReader(File.OpenRead(DataFolder + @"\data_batch_" + i + ".bin"));
for (int j = 0; j < 10000; ++j)
{
CIFARImage img = new CIFARImage();
img.Label = br.ReadByte();
img.PixelData = br.ReadBytes(3072);
DataTrain.Add(img);
++classCountTrain[img.Label];
}
br.Close();
Console.WriteLine("Finished reading {0}", i);
}
Console.WriteLine("Read training data, [{0}]", string.Join(",", classCountTrain));
// test data
br = new BinaryReader(File.OpenRead(DataFolder + @"\test_batch.bin"));
for (int j = 0; j < 10000; ++j)
{
CIFARImage img = new CIFARImage();
img.Label = br.ReadByte();
img.PixelData = br.ReadBytes(3072);
DataTest.Add(img);
++classCountTest[img.Label];
}
br.Close();
Console.WriteLine("Read test data, [{0}]", string.Join(",", classCountTest));
//Console.WriteLine("Processing");
//TransformBArrToImage(DataTrain);
//TransformBArrToImage(DataTest);
return new Tuple<List<CIFARImage>, List<CIFARImage>>(DataTrain, DataTest);
}
public static void SavePicture2(CIFARImage image, string path)
{
if (image.Image == null)
throw new Exception("Image not transformed");
image.Image.Save(path, System.Drawing.Imaging.ImageFormat.Png);
}
public static void SavePicture(CIFARImage image, string path)
{
Bitmap bm = new Bitmap(32, 32);
var data = image.PixelData;
for (int x = 0; x < image.Height; ++x)
{
for (int y = 0; y < image.Width; ++y)
{
bm.SetPixel(y, x, Color.FromArgb(data[x * 32 + y], data[x * 32 + y + 1024], data[x * 32 + y + 2048]));
}
}
bm.Save(path, System.Drawing.Imaging.ImageFormat.Png);
}