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
下面是一个python解决方案，它是高效的，文档化的，包含三个单元测试。它具有专业级的质量，并且可以以模块的形式放入您的项目中。
import unittest
###############################################################################
def point_in_triangle(point, triangle):
"""Returns True if the point is inside the triangle
and returns False if it falls outside.
- The argument *point* is a tuple with two elements
containing the X,Y coordinates respectively.
- The argument *triangle* is a tuple with three elements each
element consisting of a tuple of X,Y coordinates.
It works like this:
Walk clockwise or counterclockwise around the triangle
and project the point onto the segment we are crossing
by using the dot product.
Finally, check that the vector created is on the same side
for each of the triangle's segments.
"""
# Unpack arguments
x, y = point
ax, ay = triangle[0]
bx, by = triangle[1]
cx, cy = triangle[2]
# Segment A to B
side_1 = (x - bx) * (ay - by) - (ax - bx) * (y - by)
# Segment B to C
side_2 = (x - cx) * (by - cy) - (bx - cx) * (y - cy)
# Segment C to A
side_3 = (x - ax) * (cy - ay) - (cx - ax) * (y - ay)
# All the signs must be positive or all negative
return (side_1 < 0.0) == (side_2 < 0.0) == (side_3 < 0.0)
###############################################################################
class TestPointInTriangle(unittest.TestCase):
triangle = ((22 , 8),
(12 , 55),
(7 , 19))
def test_inside(self):
point = (15, 20)
self.assertTrue(point_in_triangle(point, self.triangle))
def test_outside(self):
point = (1, 7)
self.assertFalse(point_in_triangle(point, self.triangle))
def test_border_case(self):
"""If the point is exactly on one of the triangle's edges,
we consider it is inside."""
point = (7, 19)
self.assertTrue(point_in_triangle(point, self.triangle))
###############################################################################
if __name__ == "__main__":
suite = unittest.defaultTestLoader.loadTestsFromTestCase(TestPointInTriangle)
unittest.TextTestRunner().run(suite)
上面的算法有一个额外的可选图形测试，以确认其有效性:
import random
from matplotlib import pyplot
from triangle_test import point_in_triangle
###############################################################################
# The area #
size_x = 64
size_y = 64
# The triangle #
triangle = ((22 , 8),
(12 , 55),
(7 , 19))
# Number of random points #
count_points = 10000
# Prepare the figure #
figure = pyplot.figure()
axes = figure.add_subplot(111, aspect='equal')
axes.set_title("Test the 'point_in_triangle' function")
axes.set_xlim(0, size_x)
axes.set_ylim(0, size_y)
# Plot the triangle #
from matplotlib.patches import Polygon
axes.add_patch(Polygon(triangle, linewidth=1, edgecolor='k', facecolor='none'))
# Plot the points #
for i in range(count_points):
x = random.uniform(0, size_x)
y = random.uniform(0, size_y)
if point_in_triangle((x,y), triangle): pyplot.plot(x, y, '.g')
else: pyplot.plot(x, y, '.b')
# Save it #
figure.savefig("point_in_triangle.pdf")
制作以下图表:
其他回答
一般来说，最简单(也是最优)的算法是检查由边创建的半平面的哪一边是点。
以下是关于GameDev的一些高质量信息，包括性能问题。
这里有一些代码让你开始:
float sign (fPoint p1, fPoint p2, fPoint p3)
{
return (p1.x - p3.x) * (p2.y - p3.y) - (p2.x - p3.x) * (p1.y - p3.y);
}
bool PointInTriangle (fPoint pt, fPoint v1, fPoint v2, fPoint v3)
{
float d1, d2, d3;
bool has_neg, has_pos;
d1 = sign(pt, v1, v2);
d2 = sign(pt, v2, v3);
d3 = sign(pt, v3, v1);
has_neg = (d1 < 0) || (d2 < 0) || (d3 < 0);
has_pos = (d1 > 0) || (d2 > 0) || (d3 > 0);
return !(has_neg && has_pos);
}
老实说，这就像Simon P Steven的回答一样简单，但是用这种方法，你无法控制你是否想要包含三角形边缘上的点。
我的方法有点不同，但非常基本。考虑下面的三角形;
为了在三角形中有这个点我们必须满足三个条件
ACE角(绿色)应小于ACB角(红色) ECB角(蓝色)应小于ACB角(红色) 当点E和点C的x和y值应用于|AB|直线方程时，点E和点C的符号应该相同。
在此方法中，您可以完全控制单独包含或排除边缘上的点。所以你可以检查一个点是否在三角形中，例如，只包括|AC|边。
所以我的JavaScript解决方案是这样的;
function isInTriangle(t,p){ function isInBorder(a,b,c,p){ var m = (a.y - b.y) / (a.x - b.x); // calculate the slope return Math.sign(p.y - m*p.x + m*a.x - a.y) === Math.sign(c.y - m*c.x + m*a.x - a.y); } function findAngle(a,b,c){ // calculate the C angle from 3 points. var ca = Math.hypot(c.x-a.x, c.y-a.y), // ca edge length cb = Math.hypot(c.x-b.x, c.y-b.y), // cb edge length ab = Math.hypot(a.x-b.x, a.y-b.y); // ab edge length return Math.acos((ca*ca + cb*cb - ab*ab) / (2*ca*cb)); // return the C angle } var pas = t.slice(1) .map(tp => findAngle(p,tp,t[0])), // find the angle between (p,t[0]) with (t[1],t[0]) & (t[2],t[0]) ta = findAngle(t[1],t[2],t[0]); return pas[0] < ta && pas[1] < ta && isInBorder(t[1],t[2],t[0],p); } var triangle = [{x:3, y:4},{x:10, y:8},{x:6, y:10}], point1 = {x:3, y:9}, point2 = {x:7, y:9}; console.log(isInTriangle(triangle,point1)); console.log(isInTriangle(triangle,point2));
重心法Java版:
class Triangle {
Triangle(double x1, double y1, double x2, double y2, double x3,
double y3) {
this.x3 = x3;
this.y3 = y3;
y23 = y2 - y3;
x32 = x3 - x2;
y31 = y3 - y1;
x13 = x1 - x3;
det = y23 * x13 - x32 * y31;
minD = Math.min(det, 0);
maxD = Math.max(det, 0);
}
boolean contains(double x, double y) {
double dx = x - x3;
double dy = y - y3;
double a = y23 * dx + x32 * dy;
if (a < minD || a > maxD)
return false;
double b = y31 * dx + x13 * dy;
if (b < minD || b > maxD)
return false;
double c = det - a - b;
if (c < minD || c > maxD)
return false;
return true;
}
private final double x3, y3;
private final double y23, x32, y31, x13;
private final double det, minD, maxD;
}
上面的代码可以准确地处理整数，假设没有溢出。它也适用于顺时针和逆时针三角形。它不适用于共线三角形(但您可以通过测试det==0来检查)。
如果你要用同一个三角形测试不同的点，以重心为中心的版本是最快的。
重心版本在3个三角形点上是不对称的，所以它可能不如Kornel Kisielewicz的边缘半平面版本一致，因为浮点舍入误差。
图片来源:我根据维基百科关于重心坐标的文章制作了上面的代码。
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。
我同意Andreas Brinck的观点，重心坐标对于这项任务来说非常方便。注意，不需要每次都求解一个方程组:只需计算解析解。使用Andreas的符号，解是:
s = 1/(2*Area)*(p0y*p2x - p0x*p2y + (p2y - p0y)*px + (p0x - p2x)*py);
t = 1/(2*Area)*(p0x*p1y - p0y*p1x + (p0y - p1y)*px + (p1x - p0x)*py);
其中Area是三角形的(带符号的)面积:
Area = 0.5 *(-p1y*p2x + p0y*(-p1x + p2x) + p0x*(p1y - p2y) + p1x*p2y);
只计算st和1-s-t。点p在三角形内当且仅当它们都是正的。
编辑:请注意，上面的区域表达式假设三角形节点编号是逆时针方向的。如果编号是顺时针的，这个表达式将返回一个负的面积(但大小正确)。然而，测试本身(s>0 && t>0 && 1-s-t>0)并不依赖于编号的方向，因为如果三角形节点的方向改变，上面乘以1/(2*Area)的表达式也会改变符号。
编辑2:为了获得更好的计算效率，请参阅下面的coproc注释(其中指出，如果三角形节点的方向(顺时针或逆时针)事先已知，则可以避免在s和t的表达式中除以2*Area)。在Andreas Brinck的回答下面的评论中也可以看到Perro Azul的jsfiddle-code。
