有没有一种简单的方法来确定一个点是否在三角形内?是2D的,不是3D的。


当前回答

我要做的是预先计算三个面法线,

在三维中通过边向量和面法向量的叉乘得到。 通过简单地交换分量和负一个,

对于任意一条边的内/外都是边法线和点到点向量的点积,改变符号。重复其他两(或更多)面。

好处:

在同一个三角形上进行多点测试,很多都是预先计算好的。 早期拒签的常见情况是外分多内分。(如果点分布偏向一侧,可以先测试这一侧。)

其他回答

python中的其他函数,比Developer的方法更快(至少对我来说),并受到Cédric Dufour解决方案的启发:

def ptInTriang(p_test, p0, p1, p2):       
     dX = p_test[0] - p0[0]
     dY = p_test[1] - p0[1]
     dX20 = p2[0] - p0[0]
     dY20 = p2[1] - p0[1]
     dX10 = p1[0] - p0[0]
     dY10 = p1[1] - p0[1]

     s_p = (dY20*dX) - (dX20*dY)
     t_p = (dX10*dY) - (dY10*dX)
     D = (dX10*dY20) - (dY10*dX20)

     if D > 0:
         return (  (s_p >= 0) and (t_p >= 0) and (s_p + t_p) <= D  )
     else:
         return (  (s_p <= 0) and (t_p <= 0) and (s_p + t_p) >= D  )

你可以用:

X_size = 64
Y_size = 64
ax_x = np.arange(X_size).astype(np.float32)
ax_y = np.arange(Y_size).astype(np.float32)
coords=np.meshgrid(ax_x,ax_y)
points_unif = (coords[0].reshape(X_size*Y_size,),coords[1].reshape(X_size*Y_size,))
p_test = np.array([0 , 0])
p0 = np.array([22 , 8]) 
p1 = np.array([12 , 55]) 
p2 = np.array([7 , 19]) 
fig = plt.figure(dpi=300)
for i in range(0,X_size*Y_size):
    p_test[0] = points_unif[0][i]
    p_test[1] = points_unif[1][i]
    if ptInTriang(p_test, p0, p1, p2):
        plt.plot(p_test[0], p_test[1], '.g')
    else:
        plt.plot(p_test[0], p_test[1], '.r')

绘制网格需要花费很多时间,但是该网格在0.0195319652557秒内测试,而开发人员代码为0.0844349861145秒。

最后是代码注释:

# Using barycentric coordintes, any point inside can be described as:
# X = p0.x * r + p1.x * s + p2.x * t
# Y = p0.y * r + p1.y * s + p2.y * t
# with:
# r + s + t = 1  and 0 < r,s,t < 1
# then: r = 1 - s - t
# and then:
# X = p0.x * (1 - s - t) + p1.x * s + p2.x * t
# Y = p0.y * (1 - s - t) + p1.y * s + p2.y * t
#
# X = p0.x + (p1.x-p0.x) * s + (p2.x-p0.x) * t
# Y = p0.y + (p1.y-p0.y) * s + (p2.y-p0.y) * t
#
# X - p0.x = (p1.x-p0.x) * s + (p2.x-p0.x) * t
# Y - p0.y = (p1.y-p0.y) * s + (p2.y-p0.y) * t
#
# we have to solve:
#
# [ X - p0.x ] = [(p1.x-p0.x)   (p2.x-p0.x)] * [ s ]
# [ Y - p0.Y ]   [(p1.y-p0.y)   (p2.y-p0.y)]   [ t ]
#
# ---> b = A*x ; ---> x = A^-1 * b
# 
# [ s ] =   A^-1  * [ X - p0.x ]
# [ t ]             [ Y - p0.Y ]
#
# A^-1 = 1/D * adj(A)
#
# The adjugate of A:
#
# adj(A)   =   [(p2.y-p0.y)   -(p2.x-p0.x)]
#              [-(p1.y-p0.y)   (p1.x-p0.x)]
#
# The determinant of A:
#
# D = (p1.x-p0.x)*(p2.y-p0.y) - (p1.y-p0.y)*(p2.x-p0.x)
#
# Then:
#
# s_p = { (p2.y-p0.y)*(X - p0.x) - (p2.x-p0.x)*(Y - p0.Y) }
# t_p = { (p1.x-p0.x)*(Y - p0.Y) - (p1.y-p0.y)*(X - p0.x) }
#
# s = s_p / D
# t = t_p / D
#
# Recovering r:
#
# r = 1 - (s_p + t_p)/D
#
# Since we only want to know if it is insidem not the barycentric coordinate:
#
# 0 < 1 - (s_p + t_p)/D < 1
# 0 < (s_p + t_p)/D < 1
# 0 < (s_p + t_p) < D
#
# The condition is:
# if D > 0:
#     s_p > 0 and t_p > 0 and (s_p + t_p) < D
# else:
#     s_p < 0 and t_p < 0 and (s_p + t_p) > D
#
# s_p = { dY20*dX - dX20*dY }
# t_p = { dX10*dY - dY10*dX }
# D = dX10*dY20 - dY10*dX20

一个简单的方法是:

找出连接 分别指向三角形的三个点 顶点和夹角之和 这些向量。如果它们的和 角度是2*那么点是 在三角形里面。

两个解释替代方案的好网站是:

黑卒和沃尔夫勒姆

因为没有JS的答案, 顺时针和逆时针解决方案:

function triangleContains(ax, ay, bx, by, cx, cy, x, y) {

    let det = (bx - ax) * (cy - ay) - (by - ay) * (cx - ax)

    return  det * ((bx - ax) * (y - ay) - (by - ay) * (x - ax)) >= 0 &&
            det * ((cx - bx) * (y - by) - (cy - by) * (x - bx)) >= 0 &&
            det * ((ax - cx) * (y - cy) - (ay - cy) * (x - cx)) >= 0    

}

编辑:修正了两个拼写错误(关于符号和比较)。

https://jsfiddle.net/jniac/rctb3gfL/

function triangleContains(ax, ay, bx, by, cx, cy, x, y) { let det = (bx - ax) * (cy - ay) - (by - ay) * (cx - ax) return det * ((bx - ax) * (y - ay) - (by - ay) * (x - ax)) > 0 && det * ((cx - bx) * (y - by) - (cy - by) * (x - bx)) > 0 && det * ((ax - cx) * (y - cy) - (ay - cy) * (x - cx)) > 0 } let width = 500, height = 500 // clockwise let triangle1 = { A : { x: 10, y: -10 }, C : { x: 20, y: 100 }, B : { x: -90, y: 10 }, color: '#f00', } // counter clockwise let triangle2 = { A : { x: 20, y: -60 }, B : { x: 90, y: 20 }, C : { x: 20, y: 60 }, color: '#00f', } let scale = 2 let mouse = { x: 0, y: 0 } // DRAW > let wrapper = document.querySelector('div.wrapper') wrapper.onmousemove = ({ layerX:x, layerY:y }) => { x -= width / 2 y -= height / 2 x /= scale y /= scale mouse.x = x mouse.y = y drawInteractive() } function drawArrow(ctx, A, B) { let v = normalize(sub(B, A), 3) let I = center(A, B) let p p = add(I, rotate(v, 90), v) ctx.moveTo(p.x, p.y) ctx.lineTo(I.x, I .y) p = add(I, rotate(v, -90), v) ctx.lineTo(p.x, p.y) } function drawTriangle(ctx, { A, B, C, color }) { ctx.beginPath() ctx.moveTo(A.x, A.y) ctx.lineTo(B.x, B.y) ctx.lineTo(C.x, C.y) ctx.closePath() ctx.fillStyle = color + '6' ctx.strokeStyle = color ctx.fill() drawArrow(ctx, A, B) drawArrow(ctx, B, C) drawArrow(ctx, C, A) ctx.stroke() } function contains({ A, B, C }, P) { return triangleContains(A.x, A.y, B.x, B.y, C.x, C.y, P.x, P.y) } function resetCanvas(canvas) { canvas.width = width canvas.height = height let ctx = canvas.getContext('2d') ctx.resetTransform() ctx.clearRect(0, 0, width, height) ctx.setTransform(scale, 0, 0, scale, width/2, height/2) } function drawDots() { let canvas = document.querySelector('canvas#dots') let ctx = canvas.getContext('2d') resetCanvas(canvas) let count = 1000 for (let i = 0; i < count; i++) { let x = width * (Math.random() - .5) let y = width * (Math.random() - .5) ctx.beginPath() ctx.ellipse(x, y, 1, 1, 0, 0, 2 * Math.PI) if (contains(triangle1, { x, y })) { ctx.fillStyle = '#f00' } else if (contains(triangle2, { x, y })) { ctx.fillStyle = '#00f' } else { ctx.fillStyle = '#0003' } ctx.fill() } } function drawInteractive() { let canvas = document.querySelector('canvas#interactive') let ctx = canvas.getContext('2d') resetCanvas(canvas) ctx.beginPath() ctx.moveTo(0, -height/2) ctx.lineTo(0, height/2) ctx.moveTo(-width/2, 0) ctx.lineTo(width/2, 0) ctx.strokeStyle = '#0003' ctx.stroke() drawTriangle(ctx, triangle1) drawTriangle(ctx, triangle2) ctx.beginPath() ctx.ellipse(mouse.x, mouse.y, 4, 4, 0, 0, 2 * Math.PI) if (contains(triangle1, mouse)) { ctx.fillStyle = triangle1.color + 'a' ctx.fill() } else if (contains(triangle2, mouse)) { ctx.fillStyle = triangle2.color + 'a' ctx.fill() } else { ctx.strokeStyle = 'black' ctx.stroke() } } drawDots() drawInteractive() // trigo function add(...points) { let x = 0, y = 0 for (let point of points) { x += point.x y += point.y } return { x, y } } function center(...points) { let x = 0, y = 0 for (let point of points) { x += point.x y += point.y } x /= points.length y /= points.length return { x, y } } function sub(A, B) { let x = A.x - B.x let y = A.y - B.y return { x, y } } function normalize({ x, y }, length = 10) { let r = length / Math.sqrt(x * x + y * y) x *= r y *= r return { x, y } } function rotate({ x, y }, angle = 90) { let length = Math.sqrt(x * x + y * y) angle *= Math.PI / 180 angle += Math.atan2(y, x) x = length * Math.cos(angle) y = length * Math.sin(angle) return { x, y } } * { margin: 0; } html { font-family: monospace; } body { padding: 32px; } span.red { color: #f00; } span.blue { color: #00f; } canvas { position: absolute; border: solid 1px #ddd; } <p><span class="red">red triangle</span> is clockwise</p> <p><span class="blue">blue triangle</span> is couter clockwise</p> <br> <div class="wrapper"> <canvas id="dots"></canvas> <canvas id="interactive"></canvas> </div>

我在这里使用与上面描述的相同的方法:如果一个点分别位于AB, BC, CA的“同”边,则它在ABC内。

这是确定一个点是在三角形的内、外还是在三角形的臂上的最简单的概念。

用行列式确定三角形内的点:

最简单的工作代码:

#-*- coding: utf-8 -*-

import numpy as np

tri_points = [(1,1),(2,3),(3,1)]

def pisinTri(point,tri_points):
    Dx , Dy = point

    A,B,C = tri_points
    Ax, Ay = A
    Bx, By = B
    Cx, Cy = C

    M1 = np.array([ [Dx - Bx, Dy - By, 0],
                    [Ax - Bx, Ay - By, 0],
                    [1      , 1      , 1]
                  ])

    M2 = np.array([ [Dx - Ax, Dy - Ay, 0],
                    [Cx - Ax, Cy - Ay, 0],
                    [1      , 1      , 1]
                  ])

    M3 = np.array([ [Dx - Cx, Dy - Cy, 0],
                    [Bx - Cx, By - Cy, 0],
                    [1      , 1      , 1]
                  ])

    M1 = np.linalg.det(M1)
    M2 = np.linalg.det(M2)
    M3 = np.linalg.det(M3)
    print(M1,M2,M3)

    if(M1 == 0 or M2 == 0 or M3 ==0):
            print("Point: ",point," lies on the arms of Triangle")
    elif((M1 > 0 and M2 > 0 and M3 > 0)or(M1 < 0 and M2 < 0 and M3 < 0)):
            #if products is non 0 check if all of their sign is same
            print("Point: ",point," lies inside the Triangle")
    else:
            print("Point: ",point," lies outside the Triangle")

print("Vertices of Triangle: ",tri_points)
points = [(0,0),(1,1),(2,3),(3,1),(2,2),(4,4),(1,0),(0,4)]
for c in points:
    pisinTri(c,tri_points)

有一些恼人的边条件,即一个点恰好在两个相邻三角形的公共边上。这个点不可能在两个三角形中,也不可能不在两个三角形中。你需要一种任意但一致的方式来分配点。例如,画一条横线穿过这个点。如果这条直线与三角形的另一边在右侧相交,则该点被视为在三角形内。如果交点在左边,则该点在外面。

如果该点所在的直线是水平的,则使用above/below。

如果该点位于多个三角形的公共顶点上,则使用该点与中心点形成的角最小的三角形。

更有趣的是:三个点可以在一条直线上(零度),例如(0,0)-(0,10)-(0,5)。在三角剖分算法中,“耳朵”(0,10)必须被切掉,生成的“三角形”是直线的退化情况。