我需要一个基本函数来求点到线段的最短距离。你可以随意用任何你想要的语言来编写解决方案;我可以把它翻译成什么我正在使用(Javascript)。

编辑:线段由两个端点定义。线段AB由两点A (x1,y1)和B (x2,y2)定义。我要求的是这条线段到点C (x3,y3)的距离。我的几何技能生疏了,所以我看到的例子让我很困惑,我很遗憾地承认。


当前回答

Grumdrig的c++ /JavaScript实现对我来说非常有用,所以我提供了我正在使用的Python直接端口。完整的代码在这里。

class Point(object):
  def __init__(self, x, y):
    self.x = float(x)
    self.y = float(y)

def square(x):
  return x * x

def distance_squared(v, w):
  return square(v.x - w.x) + square(v.y - w.y)

def distance_point_segment_squared(p, v, w):
  # Segment length squared, |w-v|^2
  d2 = distance_squared(v, w) 
  if d2 == 0: 
    # v == w, return distance to v
    return distance_squared(p, v)
  # Consider the line extending the segment, parameterized as v + t (w - v).
  # We find projection of point p onto the line.
  # It falls where t = [(p-v) . (w-v)] / |w-v|^2
  t = ((p.x - v.x) * (w.x - v.x) + (p.y - v.y) * (w.y - v.y)) / d2;
  if t < 0:
    # Beyond v end of the segment
    return distance_squared(p, v)
  elif t > 1.0:
    # Beyond w end of the segment
    return distance_squared(p, w)
  else:
    # Projection falls on the segment.
    proj = Point(v.x + t * (w.x - v.x), v.y + t * (w.y - v.y))
    # print proj.x, proj.y
    return distance_squared(p, proj)

其他回答

看起来几乎每个人都在StackOverflow上贡献了一个答案(目前为止有23个答案),所以这里是我对c#的贡献。这主要是基于M. Katz的回答,而Katz的回答又基于Grumdrig的回答。

   public struct MyVector
   {
      private readonly double _x, _y;


      // Constructor
      public MyVector(double x, double y)
      {
         _x = x;
         _y = y;
      }


      // Distance from this point to another point, squared
      private double DistanceSquared(MyVector otherPoint)
      {
         double dx = otherPoint._x - this._x;
         double dy = otherPoint._y - this._y;
         return dx * dx + dy * dy;
      }


      // Find the distance from this point to a line segment (which is not the same as from this 
      //  point to anywhere on an infinite line). Also returns the closest point.
      public double DistanceToLineSegment(MyVector lineSegmentPoint1, MyVector lineSegmentPoint2,
                                          out MyVector closestPoint)
      {
         return Math.Sqrt(DistanceToLineSegmentSquared(lineSegmentPoint1, lineSegmentPoint2, 
                          out closestPoint));
      }


      // Same as above, but avoid using Sqrt(), saves a new nanoseconds in cases where you only want 
      //  to compare several distances to find the smallest or largest, but don't need the distance
      public double DistanceToLineSegmentSquared(MyVector lineSegmentPoint1, 
                                              MyVector lineSegmentPoint2, out MyVector closestPoint)
      {
         // Compute length of line segment (squared) and handle special case of coincident points
         double segmentLengthSquared = lineSegmentPoint1.DistanceSquared(lineSegmentPoint2);
         if (segmentLengthSquared < 1E-7f)  // Arbitrary "close enough for government work" value
         {
            closestPoint = lineSegmentPoint1;
            return this.DistanceSquared(closestPoint);
         }

         // Use the magic formula to compute the "projection" of this point on the infinite line
         MyVector lineSegment = lineSegmentPoint2 - lineSegmentPoint1;
         double t = (this - lineSegmentPoint1).DotProduct(lineSegment) / segmentLengthSquared;

         // Handle the two cases where the projection is not on the line segment, and the case where 
         //  the projection is on the segment
         if (t <= 0)
            closestPoint = lineSegmentPoint1;
         else if (t >= 1)
            closestPoint = lineSegmentPoint2;
         else 
            closestPoint = lineSegmentPoint1 + (lineSegment * t);
         return this.DistanceSquared(closestPoint);
      }


      public double DotProduct(MyVector otherVector)
      {
         return this._x * otherVector._x + this._y * otherVector._y;
      }

      public static MyVector operator +(MyVector leftVector, MyVector rightVector)
      {
         return new MyVector(leftVector._x + rightVector._x, leftVector._y + rightVector._y);
      }

      public static MyVector operator -(MyVector leftVector, MyVector rightVector)
      {
         return new MyVector(leftVector._x - rightVector._x, leftVector._y - rightVector._y);
      }

      public static MyVector operator *(MyVector aVector, double aScalar)
      {
         return new MyVector(aVector._x * aScalar, aVector._y * aScalar);
      }

      // Added using ReSharper due to CodeAnalysis nagging

      public bool Equals(MyVector other)
      {
         return _x.Equals(other._x) && _y.Equals(other._y);
      }

      public override bool Equals(object obj)
      {
         if (ReferenceEquals(null, obj)) return false;
         return obj is MyVector && Equals((MyVector) obj);
      }

      public override int GetHashCode()
      {
         unchecked
         {
            return (_x.GetHashCode()*397) ^ _y.GetHashCode();
         }
      }

      public static bool operator ==(MyVector left, MyVector right)
      {
         return left.Equals(right);
      }

      public static bool operator !=(MyVector left, MyVector right)
      {
         return !left.Equals(right);
      }
   }

这是一个小测试程序。

   public static class JustTesting
   {
      public static void Main()
      {
         Stopwatch stopwatch = new Stopwatch();
         stopwatch.Start();

         for (int i = 0; i < 10000000; i++)
         {
            TestIt(1, 0, 0, 0, 1, 1, 0.70710678118654757);
            TestIt(5, 4, 0, 0, 20, 10, 1.3416407864998738);
            TestIt(30, 15, 0, 0, 20, 10, 11.180339887498949);
            TestIt(-30, 15, 0, 0, 20, 10, 33.541019662496844);
            TestIt(5, 1, 0, 0, 10, 0, 1.0);
            TestIt(1, 5, 0, 0, 0, 10, 1.0);
         }

         stopwatch.Stop();
         TimeSpan timeSpan = stopwatch.Elapsed;
      }


      private static void TestIt(float aPointX, float aPointY, 
                                 float lineSegmentPoint1X, float lineSegmentPoint1Y, 
                                 float lineSegmentPoint2X, float lineSegmentPoint2Y, 
                                 double expectedAnswer)
      {
         // Katz
         double d1 = DistanceFromPointToLineSegment(new MyVector(aPointX, aPointY), 
                                              new MyVector(lineSegmentPoint1X, lineSegmentPoint1Y), 
                                              new MyVector(lineSegmentPoint2X, lineSegmentPoint2Y));
         Debug.Assert(d1 == expectedAnswer);

         /*
         // Katz using squared distance
         double d2 = DistanceFromPointToLineSegmentSquared(new MyVector(aPointX, aPointY), 
                                              new MyVector(lineSegmentPoint1X, lineSegmentPoint1Y), 
                                              new MyVector(lineSegmentPoint2X, lineSegmentPoint2Y));
         Debug.Assert(Math.Abs(d2 - expectedAnswer * expectedAnswer) < 1E-7f);
          */

         /*
         // Matti (optimized)
         double d3 = FloatVector.DistanceToLineSegment(new PointF(aPointX, aPointY), 
                                                new PointF(lineSegmentPoint1X, lineSegmentPoint1Y), 
                                                new PointF(lineSegmentPoint2X, lineSegmentPoint2Y));
         Debug.Assert(Math.Abs(d3 - expectedAnswer) < 1E-7f);
          */
      }

      private static double DistanceFromPointToLineSegment(MyVector aPoint, 
                                             MyVector lineSegmentPoint1, MyVector lineSegmentPoint2)
      {
         MyVector closestPoint;  // Not used
         return aPoint.DistanceToLineSegment(lineSegmentPoint1, lineSegmentPoint2, 
                                             out closestPoint);
      }

      private static double DistanceFromPointToLineSegmentSquared(MyVector aPoint, 
                                             MyVector lineSegmentPoint1, MyVector lineSegmentPoint2)
      {
         MyVector closestPoint;  // Not used
         return aPoint.DistanceToLineSegmentSquared(lineSegmentPoint1, lineSegmentPoint2, 
                                                    out closestPoint);
      }
   }

如您所见,我试图衡量使用避免Sqrt()方法的版本与使用普通版本之间的差异。我的测试表明你可能可以节省2.5%,但我甚至不确定——各种测试运行中的变化是相同的数量级。我还试着测量了Matti发布的版本(加上一个明显的优化),该版本似乎比基于Katz/Grumdrig代码的版本慢了大约4%。

编辑:顺便说一句,我还尝试过测量一种方法,该方法使用叉乘(和平方根())来查找到无限直线(不是线段)的距离,它大约快32%。

我需要一个Godot (GDscript)的实现,所以我写了一个基于grumdrig接受的答案:

func minimum_distance(v: Vector2, w: Vector2, p: Vector2):
    # Return minimum distance between line segment vw and point p
    var l2: float = (v - w).length_squared()  # i.e. |w-v|^2 -  avoid a sqrt
    if l2 == 0.0:
        return p.distance_to(v) # v == w case

    # Consider the line extending the segment, parameterized as v + t (w - v).
    # We find projection of point p onto the line.
    # It falls where t = [(p-v) . (w-v)] / |w-v|^2
    # We clamp t from [0,1] to handle points outside the segment vw.
    var t: float = max(0, min(1, (p - v).dot(w - v) / l2))
    var projection: Vector2 = v + t * (w - v)  # Projection falls on the segment
    
    return p.distance_to(projection)

用t-sql编码

点为(@px, @py),线段从(@ax, @ay)到(@bx, @by)

create function fn_sqr (@NumberToSquare decimal(18,10)) 
returns decimal(18,10)
as 
begin
    declare @Result decimal(18,10)
    set @Result = @NumberToSquare * @NumberToSquare
    return @Result
end
go

create function fn_Distance(@ax decimal (18,10) , @ay decimal (18,10), @bx decimal(18,10),  @by decimal(18,10)) 
returns decimal(18,10)
as
begin
    declare @Result decimal(18,10)
    set @Result = (select dbo.fn_sqr(@ax - @bx) + dbo.fn_sqr(@ay - @by) )
    return @Result
end
go

create function fn_DistanceToSegmentSquared(@px decimal(18,10), @py decimal(18,10), @ax decimal(18,10), @ay decimal(18,10), @bx decimal(18,10), @by decimal(18,10)) 
returns decimal(18,10)
as 
begin
    declare @l2 decimal(18,10)
    set @l2 = (select dbo.fn_Distance(@ax, @ay, @bx, @by))
    if @l2 = 0
        return dbo.fn_Distance(@px, @py, @ax, @ay)
    declare @t decimal(18,10)
    set @t = ((@px - @ax) * (@bx - @ax) + (@py - @ay) * (@by - @ay)) / @l2
    if (@t < 0) 
        return dbo.fn_Distance(@px, @py, @ax, @ay);
    if (@t > 1) 
        return dbo.fn_Distance(@px, @py, @bx, @by);
    return dbo.fn_Distance(@px, @py,  @ax + @t * (@bx - @ax),  @ay + @t * (@by - @ay))
end
go

create function fn_DistanceToSegment(@px decimal(18,10), @py decimal(18,10), @ax decimal(18,10), @ay decimal(18,10), @bx decimal(18,10), @by decimal(18,10)) 
returns decimal(18,10)
as 
begin
    return sqrt(dbo.fn_DistanceToSegmentSquared(@px, @py , @ax , @ay , @bx , @by ))
end
go

--example execution for distance from a point at (6,1) to line segment that runs from (4,2) to (2,1)
select dbo.fn_DistanceToSegment(6, 1, 4, 2, 2, 1) 
--result = 2.2360679775

--example execution for distance from a point at (-3,-2) to line segment that runs from (0,-2) to (-2,1)
select dbo.fn_DistanceToSegment(-3, -2, 0, -2, -2, 1) 
--result = 2.4961508830

--example execution for distance from a point at (0,-2) to line segment that runs from (0,-2) to (-2,1)
select dbo.fn_DistanceToSegment(0,-2, 0, -2, -2, 1) 
--result = 0.0000000000

现在我的解决方案...... (Javascript)

这是非常快的,因为我试图避免任何数学。战俘的功能。

如你所见,在函数的最后,我得到了直线的距离。

代码来自lib http://www.draw2d.org/graphiti/jsdoc/#!/例子

/**
 * Static util function to determine is a point(px,py) on the line(x1,y1,x2,y2)
 * A simple hit test.
 * 
 * @return {boolean}
 * @static
 * @private
 * @param {Number} coronaWidth the accepted corona for the hit test
 * @param {Number} X1 x coordinate of the start point of the line
 * @param {Number} Y1 y coordinate of the start point of the line
 * @param {Number} X2 x coordinate of the end point of the line
 * @param {Number} Y2 y coordinate of the end point of the line
 * @param {Number} px x coordinate of the point to test
 * @param {Number} py y coordinate of the point to test
 **/
graphiti.shape.basic.Line.hit= function( coronaWidth, X1, Y1,  X2,  Y2, px, py)
{
  // Adjust vectors relative to X1,Y1
  // X2,Y2 becomes relative vector from X1,Y1 to end of segment
  X2 -= X1;
  Y2 -= Y1;
  // px,py becomes relative vector from X1,Y1 to test point
  px -= X1;
  py -= Y1;
  var dotprod = px * X2 + py * Y2;
  var projlenSq;
  if (dotprod <= 0.0) {
      // px,py is on the side of X1,Y1 away from X2,Y2
      // distance to segment is length of px,py vector
      // "length of its (clipped) projection" is now 0.0
      projlenSq = 0.0;
  } else {
      // switch to backwards vectors relative to X2,Y2
      // X2,Y2 are already the negative of X1,Y1=>X2,Y2
      // to get px,py to be the negative of px,py=>X2,Y2
      // the dot product of two negated vectors is the same
      // as the dot product of the two normal vectors
      px = X2 - px;
      py = Y2 - py;
      dotprod = px * X2 + py * Y2;
      if (dotprod <= 0.0) {
          // px,py is on the side of X2,Y2 away from X1,Y1
          // distance to segment is length of (backwards) px,py vector
          // "length of its (clipped) projection" is now 0.0
          projlenSq = 0.0;
      } else {
          // px,py is between X1,Y1 and X2,Y2
          // dotprod is the length of the px,py vector
          // projected on the X2,Y2=>X1,Y1 vector times the
          // length of the X2,Y2=>X1,Y1 vector
          projlenSq = dotprod * dotprod / (X2 * X2 + Y2 * Y2);
      }
  }
    // Distance to line is now the length of the relative point
    // vector minus the length of its projection onto the line
    // (which is zero if the projection falls outside the range
    //  of the line segment).
    var lenSq = px * px + py * py - projlenSq;
    if (lenSq < 0) {
        lenSq = 0;
    }
    return Math.sqrt(lenSq)<coronaWidth;
};

在数学

它使用线段的参数描述,并将点投影到线段定义的直线中。当参数在线段内从0到1时,如果投影在这个范围之外,我们计算到相应端点的距离,而不是法线到线段的直线。

Clear["Global`*"];
 distance[{start_, end_}, pt_] := 
   Module[{param},
   param = ((pt - start).(end - start))/Norm[end - start]^2; (*parameter. the "."
                                                       here means vector product*)

   Which[
    param < 0, EuclideanDistance[start, pt],                 (*If outside bounds*)
    param > 1, EuclideanDistance[end, pt],
    True, EuclideanDistance[pt, start + param (end - start)] (*Normal distance*)
    ]
   ];  

策划的结果:

Plot3D[distance[{{0, 0}, {1, 0}}, {xp, yp}], {xp, -1, 2}, {yp, -1, 2}]

画出比截断距离更近的点:

等高线图: