人脸检测算法

public unsafe static void GenerateProposal(int inpHeight, int inpWidth, int reg_max, int num_class, float score_threshold, int feat_h, int feat_w, Mat output, List<Rect> position_boxes, List<float> confidences, List<List<Point>> landmarks, int imgh, int imgw, float ratioh, float ratiow, int padh, int padw)
{
????int num = (int)Math.Ceiling((double)(inpHeight / feat_h));
????int num2 = feat_h * feat_w;
????float* ptr = (float*)(void*)output.DataStart;
????float* ptr2 = ptr + num2 * reg_max * 4;
????float* ptr3 = ptr + num2 * (reg_max * 4 + num_class);
????for (int i = 0; i < feat_h; i++)
????{
????????for (int j = 0; j < feat_w; j++)
????????{
????????????int num3 = -1;
????????????float num4 = -10000f;
????????????int num5 = i * feat_w + j;
????????????for (int k = 0; k < num_class; k++)
????????????{
????????????????float num6 = ptr2[k * num2 + num5];
????????????????if (num6 > num4)
????????????????{
????????????????????num4 = num6;
????????????????????num3 = k;
????????????????}
????????????}
????????????float num7 = sigmoid_x(num4);
????????????if (!(num7 > score_threshold))
????????????{
????????????????continue;
????????????}
????????????float[] array = new float[4];
????????????float[] x = new float[reg_max];
????????????float[] y = new float[reg_max];
????????????for (int l = 0; l < 4; l++)
????????????{
????????????????for (int m = 0; m < reg_max; m++)
????????????????{
????????????????????x[m] = ptr[(l * reg_max + m) * num2 + num5];
????????????????}
????????????????softmax_(ref x, ref y, reg_max);
????????????????float num8 = 0f;
????????????????for (int n = 0; n < reg_max; n++)
????????????????{
????????????????????num8 += (float)n * y[n];
????????????????}
????????????????array[l] = num8 * (float)num;
????????????}
????????????float num9 = ((float)j + 0.5f) * (float)num;
????????????float num10 = ((float)i + 0.5f) * (float)num;
????????????float num11 = Math.Max((num9 - array[0] - (float)padw) * ratiow, 0f);
????????????float num12 = Math.Max((num10 - array[1] - (float)padh) * ratioh, 0f);
????????????float num13 = Math.Min((num9 + array[2] - (float)padw) * ratiow, imgw - 1);
????????????float num14 = Math.Min((num10 + array[3] - (float)padh) * ratioh, imgh - 1);
????????????Rect item = new Rect((int)num11, (int)num12, (int)(num13 - num11), (int)(num14 - num12));
????????????position_boxes.Add(item);
????????????confidences.Add(num7);
????????????List<Point> list = new List<Point>();
????????????for (int num15 = 0; num15 < 5; num15++)
????????????{
????????????????float num16 = ((ptr3[num15 * 3 * num2 + num5] * 2f + (float)j) * (float)num - (float)padw) * ratiow;
????????????????float num17 = ((ptr3[(num15 * 3 + 1) * num2 + num5] * 2f + (float)i) * (float)num - (float)padh) * ratioh;
????????????????list.Add(new Point((int)num16, (int)num17));
????????????}
????????????landmarks.Add(list);
????????}
????}
}