I am looking for an algorithm to check if a point is within a polygon or not.
I am currently using mplPath and contains_point() but it doesn't seem to work in some cases.
EDIT 16 Sept 2016:
Okay so I imporved my code by simply checking if the point where also on the edges. I still have some issues with the rectangle and bow-tie example though:
NEW CODE:
#for PIP problem
import matplotlib.path as mplPath
import numpy as np
#for plot
import matplotlib.pyplot as plt
def plot(poly,points):
bbPath = mplPath.Path(poly)
#plot polygon
plt.plot(*zip(*poly))
#plot points
xs,ys,cs = [],[],[]
for point in points:
xs.append(point[0])
ys.append(point[1])
color = inPoly(poly,point)
cs.append(color)
print point,":", color
plt.scatter(xs,ys, c = cs , s = 20*4*2)
#setting limits
axes = plt.gca()
axes.set_xlim([min(xs)-5,max(xs)+50])
axes.set_ylim([min(ys)-5,max(ys)+10])
plt.show()
def isBetween(a, b, c): #is c between a and b ?
crossproduct = (c[1] - a[1]) * (b[0] - a[0]) - (c[0] - a[0]) * (b[1] - a[1])
if abs(crossproduct) > 0.01 : return False # (or != 0 if using integers)
dotproduct = (c[0] - a[0]) * (b[0] - a[0]) + (c[1] - a[1])*(b[1] - a[1])
if dotproduct < 0 : return False
squaredlengthba = (b[0] - a[0])*(b[0] - a[0]) + (b[1] - a[1])*(b[1] - a[1])
if dotproduct > squaredlengthba: return False
return True
def get_edges(poly):
# get edges
edges = []
for i in range(len(poly)-1):
t = [poly[i],poly[i+1]]
edges.append(t)
return edges
def inPoly(poly,point):
if bbPath.contains_point(point) == True:
return 1
else:
for e in get_edges(poly):
if isBetween(e[0],e[1],point):
return 1
return 0
# TESTS ========================================================================
#set up poly
polys = {
1 : [[10,10],[10,50],[50,50],[50,80],[100,80],[100,10],[10,10]], # test rectangulary shape
2 : [[20,10],[10,20],[30,20],[20,10]], # test triangle
3 : [[0,0],[0,10],[20,0],[20,10],[0,0]], # test bow-tie
4 : [[0,0],[0,10],[20,10],[20,0],[0,0]] # test rect
}
#points to check
points = {
1 : [(10,25),(50,75),(60,10),(20,20),(20,60),(40,50)], # rectangulary shape test pts
2 : [[20,10],[10,20],[30,20],[-5,0],[20,15]] , # triangle test pts
3 : [[0,0],[0,10],[20,0],[20,10],[10,0],[10,5],[15,5]], # bow-tie shape test pts
4 : [[0,0],[0,10],[20,0],[20,10],[10,0],[10,5],[15,5]] # rect shape test pts
}
#print bbPath.contains_points(points) #0 if outside, 1 if inside
for data in zip(polys.itervalues(),points.itervalues()):
plot(data[0],data[1])
Outputs from new code:
OLD CODE:
#for PIP problem
import matplotlib.path as mplPath
import numpy as np
#for plot
import matplotlib.pyplot as plt
#set up poly
array = np.array([[10,10],[10,50],[50,50],[50,80],[100,80],[100,10]])
bbPath = mplPath.Path(array)
#points to check
points = [(10,25),(50,75),(60,10),(20,20),(20,60),(40,50)]
print bbPath.contains_points(points) #0 if outside, 1 if inside
#plot polygon
plt.plot(*zip(*array))
#plot points
xs,ys,cs = [],[],[]
for point in points:
xs.append(point[0])
ys.append(point[1])
cs.append(bbPath.contains_point(point))
plt.scatter(xs,ys, c = cs)
#setting limits
axes = plt.gca()
axes.set_xlim([0,120])
axes.set_ylim([0,100])
plt.show()
I come up with the following . As you can see the three points surrounded in red are indicated as being outside the polygon (in blue) when I would expect them to be inside.
I also tried changing the radius value of the path bbPath.contains_points(points, radius = 1.)
but that didn't make any difference.
Any help would be welcome.
EDIT :
screenshots from the algorithm proposed in the answer to this question seem to show that it fails for other cases.
Okay so I finally managed to get it done using shapely instead.
#for PIP problem
import matplotlib.path as mplPath
import numpy as np
#for plot
import matplotlib.pyplot as plt
import shapely.geometry as shapely
class MyPoly(shapely.Polygon):
def __init__(self,points):
super(MyPoly,self).__init__(points)
self.points = points
self.points_shapely = [shapely.Point(p[0],p[1]) for p in points]
def convert_to_shapely_points_and_poly(poly,points):
poly_shapely = MyPoly(poly)
points_shapely = [shapely.Point(p[0],p[1]) for p in points]
return poly_shapely,points_shapely
def plot(poly_init,points_init):
#convert to shapely poly and points
poly,points = convert_to_shapely_points_and_poly(poly_init,points_init)
#plot polygon
plt.plot(*zip(*poly.points))
#plot points
xs,ys,cs = [],[],[]
for point in points:
xs.append(point.x)
ys.append(point.y)
color = inPoly(poly,point)
cs.append(color)
print point,":", color
plt.scatter(xs,ys, c = cs , s = 20*4*2)
#setting limits
axes = plt.gca()
axes.set_xlim([min(xs)-5,max(xs)+50])
axes.set_ylim([min(ys)-5,max(ys)+10])
plt.show()
def isBetween(a, b, c): #is c between a and b ?
crossproduct = (c.y - a.y) * (b.x - a.x) - (c.x - a.x) * (b.y - a.y)
if abs(crossproduct) > 0.01 : return False # (or != 0 if using integers)
dotproduct = (c.x - a.x) * (b.x - a.x) + (c.y - a.y)*(b.y - a.y)
if dotproduct < 0 : return False
squaredlengthba = (b.x - a.x)*(b.x - a.x) + (b.y - a.y)*(b.y - a.y)
if dotproduct > squaredlengthba: return False
return True
def get_edges(poly):
# get edges
edges = []
for i in range(len(poly.points)-1):
t = [poly.points_shapely[i],poly.points_shapely[i+1]]
edges.append(t)
return edges
def inPoly(poly,point):
if poly.contains(point) == True:
return 1
else:
for e in get_edges(poly):
if isBetween(e[0],e[1],point):
return 1
return 0
# TESTS ========================================================================
#set up poly
polys = {
1 : [[10,10],[10,50],[50,50],[50,80],[100,80],[100,10],[10,10]], # test rectangulary shape
2 : [[20,10],[10,20],[30,20],[20,10]], # test triangle
3 : [[0,0],[0,10],[20,0],[20,10],[0,0]], # test bow-tie
4 : [[0,0],[0,10],[20,10],[20,0],[0,0]], # test rect clockwise
5 : [[0,0],[20,0],[20,10],[0,10],[0,0]] # test rect counter-clockwise
}
#points to check
points = {
1 : [(10,25),(50,75),(60,10),(20,20),(20,60),(40,50)], # rectangulary shape test pts
2 : [[20,10],[10,20],[30,20],[-5,0],[20,15]] , # triangle test pts
3 : [[0,0],[0,10],[20,0],[20,10],[10,0],[10,5],[15,5]], # bow-tie shape test pts
4 : [[0,0],[0,10],[20,0],[20,10],[10,0],[10,5],[15,2],[30,8]], # rect shape test pts
5 : [[0,0],[0,10],[20,0],[20,10],[10,0],[10,5],[15,2],[30,8]] # rect shape test pts
}
#print bbPath.contains_points(points) #0 if outside, 1 if inside
for data in zip(polys.itervalues(),points.itervalues()):
plot(data[0],data[1])