static void FaceDetectorFPSTest(SessionOptions options, Bitmap bitmap)
{
int tic, toc, time;
float average;
var faceDetector = new FaceDetector(options);
Console.WriteLine($"FPS test for [{faceDetector}]");
Console.WriteLine($"Initializing GPU device [{gpuId}]");
tic = Environment.TickCount;
_ = faceDetector.Forward(bitmap);
toc = Environment.TickCount - tic;
Console.WriteLine($"Finished in [{toc}] mls.");
time = 0;
Console.WriteLine($"Running FPS test for [{iterations}] iterations");
for (int i = 0; i < iterations; i++)
{
tic = Environment.TickCount;
_ = faceDetector.Forward(bitmap);
toc = Environment.TickCount - tic;
time += toc;
}
average = time / (float)iterations;
Console.WriteLine($"FPS --> [{oneSecond / average}]\n");
}
static void Main()
{
Console.WriteLine("FaceONNX: Face semantic segmentation");
var files = Directory.GetFiles(@"..\..\..\images");
var path = @"..\..\..\results";
using var faceDetector = new FaceDetector();
using var faceParser = new FaceParser();
Directory.CreateDirectory(path);
Console.WriteLine($"Processing {files.Length} images");
foreach (var file in files)
{
using var bitmap = new Bitmap(file);
var filename = Path.GetFileName(file);
var faces = faceDetector.Forward(bitmap);
Console.WriteLine($"Image: [{filename}] --> detected [{faces.Length}] faces");
foreach (var face in faces)
{
var labels = faceParser.Forward(bitmap, face);
foreach (var label in labels)
{
using var segmentated = FaceParser.ToBitmap(label);
segmentated.Save(Path.Combine(path, filename));
}
}
}
Console.WriteLine("Done.");
Console.ReadKey();
}
static void Main()
{
Console.WriteLine("FaceONNX: Face landmarks extraction");
var files = Directory.GetFiles(@"..\..\..\images");
var path = @"..\..\..\results";
Directory.CreateDirectory(path);
using var faceDetector = new FaceDetector();
using var faceLandmarksExtractor = new FaceLandmarksExtractor();
var painter = new Painter()
{
PointPen = new Pen(Color.Yellow, 4),
Transparency = 0,
};
Console.WriteLine($"Processing {files.Length} images");
foreach (var file in files)
{
using var bitmap = new Bitmap(file);
var filename = Path.GetFileName(file);
var faces = faceDetector.Forward(bitmap);
Console.WriteLine($"Image: [{filename}] --> detected [{faces.Length}] faces");
foreach (var face in faces)
{
var points = faceLandmarksExtractor.Forward(bitmap, face);
foreach (var point in points)
{
var paintData = new PaintData()
{
Points = point,
Title = string.Empty,
};
painter.Draw(bitmap, paintData);
bitmap.Save(Path.Combine(path, filename));
}
}
}
Console.WriteLine("Done.");
Console.ReadKey();
}