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Fréchet Distance in Python
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# Euclidean distance. | |
def euc_dist(pt1,pt2): | |
return math.sqrt((pt2[0]-pt1[0])*(pt2[0]-pt1[0])+(pt2[1]-pt1[1])*(pt2[1]-pt1[1])) | |
def _c(ca,i,j,P,Q): | |
if ca[i,j] > -1: | |
return ca[i,j] | |
elif i == 0 and j == 0: | |
ca[i,j] = euc_dist(P[0],Q[0]) | |
elif i > 0 and j == 0: | |
ca[i,j] = max(_c(ca,i-1,0,P,Q),euc_dist(P[i],Q[0])) | |
elif i == 0 and j > 0: | |
ca[i,j] = max(_c(ca,0,j-1,P,Q),euc_dist(P[0],Q[j])) | |
elif i > 0 and j > 0: | |
ca[i,j] = max(min(_c(ca,i-1,j,P,Q),_c(ca,i-1,j-1,P,Q),_c(ca,i,j-1,P,Q)),euc_dist(P[i],Q[j])) | |
else: | |
ca[i,j] = float("inf") | |
return ca[i,j] | |
""" Computes the discrete frechet distance between two polygonal lines | |
Algorithm: http://www.kr.tuwien.ac.at/staff/eiter/et-archive/cdtr9464.pdf | |
P and Q are arrays of 2-element arrays (points) | |
""" | |
def frechetDist(P,Q): | |
ca = np.ones((len(P),len(Q))) | |
ca = np.multiply(ca,-1) | |
return _c(ca,len(P)-1,len(Q)-1,P,Q) |
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