Process network = new Process();

network.StartInfo.RedirectStandardOutput = true;
network.StartInfo.RedirectStandardInput = true;
network.StartInfo.CreateNoWindow = true;
network.StartInfo.UseShellExecute = false;
network.StartInfo.FileName = Application.StartupPath + @"\Solver\bin\deepcl_predict.exe";
network.StartInfo.Arguments = "weightsfile=\"" + Application.StartupPath + "\\Solver\\weights.dat\"";

network.Start();

Thread.Sleep(5000); // give it some time to load

List<byte> data = new List<byte>(12);
data.AddRange(BitConverter.GetBytes(3));
data.AddRange(BitConverter.GetBytes(96));
data.AddRange(BitConverter.GetBytes(96));


Bitmap bmp = new Bitmap(Application.StartupPath + "\\test.jpeg");

List<byte> r = new List<byte>(9216 * 4);
List<byte> g = new List<byte>(9216 * 4);
List<byte> b = new List<byte>(9216 * 4);

unsafe
{
	BitmapData bitmapData = bmp.LockBits(new Rectangle(0, 0, bmp.Width, bmp.Height), ImageLockMode.ReadOnly, bmp.PixelFormat);
	int bytesPerPixel = Image.GetPixelFormatSize(bmp.PixelFormat) / 8;
	int heightInPixels = bitmapData.Height;
	int widthInBytes = bitmapData.Width * bytesPerPixel;
	byte* ptrFirstPixel = (byte*)bitmapData.Scan0;

	int index = 0;
	for (int y = 0; y < heightInPixels; y++)
	{
		byte* currentLine = ptrFirstPixel + (y * bitmapData.Stride);
		for (int x = 0; x < widthInBytes; x = x + bytesPerPixel)
		{
			r.AddRange(GetBytes((float)currentLine[x + 2])); // red
			g.AddRange(GetBytes((float)currentLine[x + 1])); // green
			b.AddRange(GetBytes((float)currentLine[x])); // blue                                
			index++;
		}
	}

	bmp.UnlockBits(bitmapData);
}

List<byte> imageData = new List<byte>(((9216 * 4) * 3));
imageData.AddRange(r);
imageData.AddRange(g);
imageData.AddRange(b);

try
{
	network.StandardInput.BaseStream.Write(data.ToArray(), 0, 12);
	network.StandardInput.BaseStream.Write(imageData.ToArray(), 0, imageData.Count); // crashes here
	network.StandardInput.BaseStream.Flush();

}
catch { }

while (true)
{
	Thread.Sleep(100);

	string tmpData = network.StandardOutput.ReadLine();

	if (tmpData.Length > 3)
		Logg(tmpData); // same as console.writeline
}