已知ConcurrentBag<Point2f> Allpoints 点集,由Ransac出一条直线拟合 并输出直线的两个端点 point2f p1,p2,请基于oPencvsharp4.6生成函数
时间: 2024-03-18 08:45:59 浏览: 96
ransac直线拟合
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好的,基于OpenCVSharp 4.6,可以提供以下函数:
```csharp
using System.Collections.Concurrent;
using OpenCvSharp;
public static void RansacLineFitting(ConcurrentBag<Point2f> allPoints, int iterations, float threshold, out Point2f p1, out Point2f p2)
{
p1 = new Point2f();
p2 = new Point2f();
LineSegmentPolar2f bestLine = new LineSegmentPolar2f();
int bestScore = 0;
Random rand = new Random();
for (int i = 0; i < iterations; i++)
{
// Randomly select two points
Point2f[] points = allPoints.OrderBy(x => rand.Next()).Take(2).ToArray();
// Compute line equation using two points
LineSegmentPolar2f line = new LineSegmentPolar2f(points[0], points[1]);
// Count number of inliers
int score = 0;
foreach (Point2f p in allPoints)
{
if (line.Distance(p) < threshold)
{
score++;
}
}
// Update best line if current line has better score
if (score > bestScore)
{
bestLine = line;
bestScore = score;
}
}
// Extract end points of the best line segment
float rho = bestLine.Rho;
float theta = bestLine.Theta;
double a = Math.Cos(theta);
double b = Math.Sin(theta);
double x0 = a * rho;
double y0 = b * rho;
Point2f pt1 = new Point2f((float)(x0 + 1000 * (-b)), (float)(y0 + 1000 * (a)));
Point2f pt2 = new Point2f((float)(x0 - 1000 * (-b)), (float)(y0 - 1000 * (a)));
p1 = pt1;
p2 = pt2;
}
```
这个函数同样接受一个ConcurrentBag<Point2f>类型的点集作为输入,以及RANSAC算法所需的迭代次数和阈值。它将输出两个Point2f类型的点p1和p2,它们是使用RANSAC算法拟合点集得到的最佳直线段的两个端点。
请注意,此函数同样需要引用OpenCvSharp 4.6库。
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