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November 17, 2020 10:46
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Implementation of summed area table / integral image in python.
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class SummedAreaTable(object): | |
def __init__(self, size, data): | |
""" | |
Just because I dislike a 2d array / list. | |
data should be a List of Integer. | |
""" | |
width, height = size | |
assert width * height == len(data), "invalid data length and or data size" | |
self.size = size | |
self.data = data | |
self.memo = [None for _ in xrange(width * height)] | |
self.generate() | |
def get(self, x, y): | |
""" | |
get the value of self, at point x, y. | |
it's possible for the value at that point hadn't been generated. | |
""" | |
width, height = self.size | |
index = y * width + x | |
if(x < 0 or y < 0): | |
# value at negative-indexed point is always 0 | |
return 0 | |
elif self.memo[index] is not None: | |
# if the value at point x, y has already been generated | |
return self.memo[index] | |
else: | |
# calculate the value at point x, y if it hasn't been generated | |
cummulative = self.get(x - 1, y) + self.get(x, y - 1) - self.get(x - 1, y - 1) + self.data[index] | |
self.memo[index] = cummulative | |
return cummulative | |
def total(self, x0, y0, x1, y1): | |
""" | |
get the cummulative value of this instance from point (x0, y0) to (x1, y1) | |
""" | |
a = self.get(x0 - 1, y0 - 1) | |
b = self.get(x0 - 1, y1) | |
c = self.get(x1, y0 - 1) | |
d = self.get(x1, y1) | |
return d - b - c + a | |
def generate(self): | |
width, height = self.size | |
self.memo = [self.get(x, y) for y in xrange(height) for x in xrange(width)] | |
def example(): | |
w = h = 10 | |
haar = SummedAreaTable(size=(w, h), data=range(w * h)) | |
print haar.total(2, 2, 4, 4) | |
print sum((y * w + x for y in xrange(h) for x in xrange(w) if 2 <= y <= 4 and 2 <= x <= 4)) | |
if __name__ == '__main__': | |
example() |
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