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
我在JavaScript中改编的高性能代码(文章如下):
function pointInTriangle (p, p0, p1, p2) {
return (((p1.y - p0.y) * (p.x - p0.x) - (p1.x - p0.x) * (p.y - p0.y)) | ((p2.y - p1.y) * (p.x - p1.x) - (p2.x - p1.x) * (p.y - p1.y)) | ((p0.y - p2.y) * (p.x - p2.x) - (p0.x - p2.x) * (p.y - p2.y))) >= 0;
}
pointInTriangle(p, p0, p1, p2) -用于逆时针方向的三角形 pointInTriangle(p, p0, p1, p2) -用于顺时针三角形
在jsFiddle(包括性能测试)中,在一个单独的函数中也有缠绕检查。或按下面的“运行代码片段”
var ctx = $("canvas")[0].getContext("2d"); var W = 500; var H = 500; var point = { x: W / 2, y: H / 2 }; var triangle = randomTriangle(); $("canvas").click(function(evt) { point.x = evt.pageX - $(this).offset().left; point.y = evt.pageY - $(this).offset().top; test(); }); $("canvas").dblclick(function(evt) { triangle = randomTriangle(); test(); }); document.querySelector('#performance').addEventListener('click', _testPerformance); test(); function test() { var result = checkClockwise(triangle.a, triangle.b, triangle.c) ? pointInTriangle(point, triangle.a, triangle.c, triangle.b) : pointInTriangle(point, triangle.a, triangle.b, triangle.c); var info = "point = (" + point.x + "," + point.y + ")\n"; info += "triangle.a = (" + triangle.a.x + "," + triangle.a.y + ")\n"; info += "triangle.b = (" + triangle.b.x + "," + triangle.b.y + ")\n"; info += "triangle.c = (" + triangle.c.x + "," + triangle.c.y + ")\n"; info += "result = " + (result ? "true" : "false"); $("#result").text(info); render(); } function _testPerformance () { var px = [], py = [], p0x = [], p0y = [], p1x = [], p1y = [], p2x = [], p2y = [], p = [], p0 = [], p1 = [], p2 = []; for(var i = 0; i < 1000000; i++) { p[i] = {x: Math.random() * 100, y: Math.random() * 100}; p0[i] = {x: Math.random() * 100, y: Math.random() * 100}; p1[i] = {x: Math.random() * 100, y: Math.random() * 100}; p2[i] = {x: Math.random() * 100, y: Math.random() * 100}; } console.time('optimal: pointInTriangle'); for(var i = 0; i < 1000000; i++) { pointInTriangle(p[i], p0[i], p1[i], p2[i]); } console.timeEnd('optimal: pointInTriangle'); console.time('original: ptInTriangle'); for(var i = 0; i < 1000000; i++) { ptInTriangle(p[i], p0[i], p1[i], p2[i]); } console.timeEnd('original: ptInTriangle'); } function pointInTriangle (p, p0, p1, p2) { return (((p1.y - p0.y) * (p.x - p0.x) - (p1.x - p0.x) * (p.y - p0.y)) | ((p2.y - p1.y) * (p.x - p1.x) - (p2.x - p1.x) * (p.y - p1.y)) | ((p0.y - p2.y) * (p.x - p2.x) - (p0.x - p2.x) * (p.y - p2.y))) >= 0; } function ptInTriangle(p, p0, p1, p2) { var s = (p0.y * p2.x - p0.x * p2.y + (p2.y - p0.y) * p.x + (p0.x - p2.x) * p.y); var t = (p0.x * p1.y - p0.y * p1.x + (p0.y - p1.y) * p.x + (p1.x - p0.x) * p.y); if (s <= 0 || t <= 0) return false; var A = (-p1.y * p2.x + p0.y * (-p1.x + p2.x) + p0.x * (p1.y - p2.y) + p1.x * p2.y); return (s + t) < A; } function render() { ctx.fillStyle = "#CCC"; ctx.fillRect(0, 0, 500, 500); drawTriangle(triangle.a, triangle.b, triangle.c); drawPoint(point); } function checkClockwise(p0, p1, p2) { var A = (-p1.y * p2.x + p0.y * (-p1.x + p2.x) + p0.x * (p1.y - p2.y) + p1.x * p2.y); return A > 0; } function drawTriangle(p0, p1, p2) { ctx.fillStyle = "#999"; ctx.beginPath(); ctx.moveTo(p0.x, p0.y); ctx.lineTo(p1.x, p1.y); ctx.lineTo(p2.x, p2.y); ctx.closePath(); ctx.fill(); ctx.fillStyle = "#000"; ctx.font = "12px monospace"; ctx.fillText("1", p0.x, p0.y); ctx.fillText("2", p1.x, p1.y); ctx.fillText("3", p2.x, p2.y); } function drawPoint(p) { ctx.fillStyle = "#F00"; ctx.beginPath(); ctx.arc(p.x, p.y, 5, 0, 2 * Math.PI); ctx.fill(); } function rand(min, max) { return Math.floor(Math.random() * (max - min + 1)) + min; } function randomTriangle() { return { a: { x: rand(0, W), y: rand(0, H) }, b: { x: rand(0, W), y: rand(0, H) }, c: { x: rand(0, W), y: rand(0, H) } }; } <script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/1.9.1/jquery.min.js"></script> <button id="performance">Run performance test (open console)</button> <pre>Click: place the point. Double click: random triangle.</pre> <pre id="result"></pre> <canvas width="500" height="500"></canvas>
受此启发: http://www.phatcode.net/articles.php?id=459
其他回答
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。
如果你正在寻找速度,这里有一个方法可能会帮助你。
对三角形顶点的纵坐标进行排序。这最多需要三次比较。设Y0 Y1 Y2是三个排好序的值。通过画三条水平线,你可以把这个平面分成两个半平面和两块平板。设Y为查询点的纵坐标。
if Y < Y1
if Y <= Y0 -> the point lies in the upper half plane, outside the triangle; you are done
else Y > Y0 -> the point lies in the upper slab
else
if Y >= Y2 -> the point lies in the lower half plane, outside the triangle; you are done
else Y < Y2 -> the point lies in the lower slab
又花费了两次比较。如你所见,在“边界板”之外的点可以快速拒绝。
可选地,您可以在横坐标上提供一个测试,以便在左侧和右侧快速拒绝(X <= X0'或X >= X2')。这将同时实现一个快速的包围框测试,但您还需要在横坐标上排序。
最终,你需要计算给定点的符号,相对于三角形的两边,划定相关的板(上或下)。该测试形式为:
((X - Xi) * (Y - Yj) > (X - Xi) * (Y - Yj)) == ((X - Xi) * (Y - Yk) > (X - Xi) * (Y - Yk))
关于i, j, k组合的完整讨论(根据排序的结果,有六种组合)超出了这个答案的范围,“留给读者练习”;为了提高效率,它们应该被硬编码。
如果您认为这个解决方案很复杂,请注意,它主要涉及简单的比较(其中一些可以预先计算),加上6个减法和4个乘法,以防边界盒测试失败。后者的代价是难以克服的,因为在最坏的情况下,你无法避免将测试点与两边进行比较(在其他答案中,没有哪种方法的代价更低,有些方法的代价更低,比如15个减法和6个乘法,有时是除法)。
更新: 用剪切变换更快
如上所述,您可以使用两次比较快速定位由三个顶点纵坐标分隔的四个水平带之一内的点。
您可以选择执行一个或两个额外的X测试来检查边界框(虚线)的内部性。
然后考虑X'= X - m Y, Y' = Y给出的“剪切”变换,其中m是最高边的斜率DX/DY。这个变换会使三角形的这条边是垂直的。因为你知道你在中间水平线的哪一边,所以只用三角形的一条边来测试符号就足够了。
假设你预先计算了斜率m,以及剪切三角形顶点的X'和边方程的系数X = m Y + p,你将需要在最坏的情况下
纵向分类的两个纵坐标比较; 可选的一个或两个横坐标比较用于边界框拒绝; 计算X' = X - m Y; 与剪切三角形的横坐标作一两次比较; 一个符号测试X >< m' Y + p'对剪切三角形的相关边。
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:
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);
}
由andreasdr和Perro Azul发布的重心方法的c#版本。我添加了一个检查,当s和t有相反的符号(而且都不为零)时,放弃面积计算,因为潜在地避免三分之一的乘法成本似乎是合理的。
public static bool PointInTriangle(Point p, Point p0, Point p1, Point p2)
{
var s = (p0.X - p2.X) * (p.Y - p2.Y) - (p0.Y - p2.Y) * (p.X - p2.X);
var t = (p1.X - p0.X) * (p.Y - p0.Y) - (p1.Y - p0.Y) * (p.X - p0.X);
if ((s < 0) != (t < 0) && s != 0 && t != 0)
return false;
var d = (p2.X - p1.X) * (p.Y - p1.Y) - (p2.Y - p1.Y) * (p.X - p1.X);
return d == 0 || (d < 0) == (s + t <= 0);
}
2021年更新:这个版本正确处理任意一个缠绕方向(顺时针和逆时针)指定的三角形。请注意,对于恰好位于三角形边缘上的点,本页上的一些其他答案会给出不一致的结果,这取决于三角形三个点的排列顺序。这些点被认为是“在”三角形中,这段代码正确地返回true,而不管缠绕方向如何。