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\" batchsize=1 outputformat=text";

network.Start();

Thread.Sleep(5000);

using (Bitmap bmp = new Bitmap(Application.StartupPath + "\\test.jpeg"))
{
	int offSet = bmp.Width * bmp.Height;
	float[] dataPoint = new float[offSet * 3];

	#region Get the colours straight from memory
	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)
			{
				dataPoint[index] = currentLine[x + 2]; // Red
				dataPoint[index + offSet] = currentLine[x + 1]; // Green
				dataPoint[index + offSet + offSet] = currentLine[x]; // Blue
				index++;
			}
		}

		bmp.UnlockBits(bitmapData);
	}
	#endregion

	network.StandardInput.BaseStream.Write(BitConverter.GetBytes(3), 0, 4);
	network.StandardInput.BaseStream.Write(BitConverter.GetBytes(96), 0, 4);
	network.StandardInput.BaseStream.Write(BitConverter.GetBytes(96), 0, 4);

	for (int i = 0; i < dataPoint.Length; i++)
	{
		byte[] bytes = BitConverter.GetBytes(dataPoint[i]);
		network.StandardInput.BaseStream.Write(bytes, 0, bytes.Length);
	}
}

network.StandardInput.BaseStream.Flush();

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

	string tmpData = network.StandardOutput.ReadLine();

	if (tmpData != null && tmpData.Length > 0)
		Logg(tmpData); // same as console.writeline
}