void whatever()
{
string net1 = @"IPBBox_deploy.prototxt";
string model1 = @"IPBBox_iter_iter_60000.caffemodel";
CaffeModel IPBbox = new CaffeModel(net1, model1, false);
string net2 = @"5IPTs_deploy.prototxt";
string model2 = @"5IPTs_iter_iter_300000.caffemodel";
CaffeModel IPTs5 = new CaffeModel(net2, model2, false);
FastFace ff = new FastFace(1.1f, 3, 24);
Bitmap bmp = new Bitmap(@"D:\小咖秀\20153月296月10\20170115150220800-315.jpg");
FaceInfo info = ff.Facedetect_Multiview_Reinforce(bmp);
//Bitmap[] bits = new Bitmap[info.count];
Bitmap[] bits = new[] { bmp };
Rectangle rect = new Rectangle(0, 0, bmp.Width, bmp.Height);
int StartX = Convert.ToInt32(rect.X - rect.Width * 0.2);
int StartY = Convert.ToInt32(rect.Y - rect.Height * 0.2);
int iWidth = Convert.ToInt32(rect.Width * 1.4);
int iHeight = Convert.ToInt32(rect.Height * 1.4);
bits[0] = KiCut(bmp, StartX, StartY, iWidth, iHeight);
for (int i = 0; i < info.count; i++)
{
//int StartX = Convert.ToInt32(info.r[i].X - info.r[i].Width * 0.2);
//int StartY = Convert.ToInt32(info.r[i].Y - info.r[i].Height * 0.2);
//int iWidth = Convert.ToInt32(info.r[i].Width * 1.4);
//int iHeight = Convert.ToInt32(info.r[i].Height * 1.4);
//bits[i] = KiCut(bmp, StartX, StartY, iWidth, iHeight);
//Image<Bgr, byte> image = new Image<Bgr, byte>(bmp);
//Rectangle rect = info.r[i];
//rect.X = Convert.ToInt32(rect.X - rect.Width * 0.2);
//rect.Y = Convert.ToInt32(rect.Y - rect.Height * 0.2);
//rect.Width = Convert.ToInt32(rect.Width * 1.4);
//rect.Height = Convert.ToInt32(rect.Height * 1.4);
//image.ROI = rect;
//bits[i] = image.Bitmap;
//image.ROI = Rectangle.Empty; ;
}
if (/*info.count>0*/ true)
{
float[][] aa = IPBbox.ExtractBitmapOutputs(bits, new[] { "fc2", "fc3" }, 0);
Rectangle[] rects = new Rectangle[info.count];
Bitmap[] C = CaffeModel.Align_Step1(bits, rects, aa[0], aa[1]);
float[] bb = IPTs5.ExtractBitmapOutputs(C, "fc2", 0);
Bitmap[] F = CaffeModel.Align_Step2(bits, C, bb, rects, 128, 128);
F[0].Save(@"C:\Users\BALTHASAR\Desktop\test.jpg");
float[][] a =
IPBbox.ExtractFileOutputs(new[] { @"D:\Research\FacialLandmarks\Data\5PTS\batch1_1.jpg" },
new[] { "fc2", "fc3" }, 0);
}
}
static SortedList <int, float> lfw_fe(string model, string net, string pair, string imgDir)
{
SortedList <int, float> results = new SortedList <int, float>();
var fe = new CaffeModel(net, model);
StreamReader sr = new StreamReader(pair, Encoding.Default);
string line;
int label = 1;
while ((line = sr.ReadLine()) != null)
{
string[] sArray = line.Split('\t');
if (sArray.Length == 3)
{
DirectoryInfo child = new DirectoryInfo(imgDir + sArray[0]);
FileInfo[] file = child.GetFiles("*.jpg", SearchOption.AllDirectories);
float[] a = fe.ExtractFileOutputs(new[] { file[Convert.ToInt32(sArray[1]) - 1].FullName }, "eltmax_fc5", 0);
float[] b = fe.ExtractFileOutputs(new[] { file[Convert.ToInt32(sArray[2]) - 1].FullName }, "eltmax_fc5", 0);
float confidency = CaffeModel.CosineDistanceProb(a, b);
results.Add(label, confidency);
}
if (sArray.Length == 4)
{
DirectoryInfo child = new DirectoryInfo(imgDir + sArray[0]);
FileInfo[] file = child.GetFiles("*.jpg", SearchOption.AllDirectories);
float[] a = fe.ExtractFileOutputs(new[] { file[Convert.ToInt32(sArray[1]) - 1].FullName }, "eltmax_fc5", 0);
//
child = new DirectoryInfo(imgDir + sArray[2]);
file = child.GetFiles("*.jpg", SearchOption.AllDirectories);
float[] b = fe.ExtractFileOutputs(new[] { file[Convert.ToInt32(sArray[3]) - 1].FullName }, "eltmax_fc5", 0);
float confidency = CaffeModel.CosineDistanceProb(a, b);
results.Add(-1 * label, confidency);
}
Console.WriteLine(label);
label++;
}
return(results);
}