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March 24, 2017 23:43
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Thresholded Region Growing (3D Flood Fill)
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import numpy as np | |
# start_point = (1,2,3) # Z, X, Y coordinate values | |
def region_grow(vol, mask, start_point, epsilon=5, HU_mid=0, HU_range=0, fill_with=1): | |
sizez = vol.shape[0] - 1 | |
sizex = vol.shape[1] - 1 | |
sizey = vol.shape[2] - 1 | |
items = [] | |
visited = [] | |
def enqueue(item): | |
items.insert(0,item) | |
def dequeue(): | |
s = items.pop() | |
visited.append(s) | |
return s | |
enqueue((start_point[0], start_point[1], start_point[2])) | |
while not items==[]: | |
z,x,y = dequeue() | |
voxel = vol[z,x,y] | |
mask[z,x,y] = fill_with | |
if x<sizex: | |
tvoxel = vol[z,x+1,y] | |
if abs(tvoxel-voxel)<epsilon and abs(tvoxel-HU_mid)<HU_range: enqueue((z,x+1,y)) | |
if x>0: | |
tvoxel = vol[z,x-1,y] | |
if abs(tvoxel-voxel)<epsilon and abs(tvoxel-HU_mid)<HU_range: enqueue((z,x-1,y)) | |
if y<sizey: | |
tvoxel = vol[z,x,y+1] | |
if abs(tvoxel-voxel)<epsilon and abs(tvoxel-HU_mid)<HU_range: enqueue((z,x,y+1)) | |
if y>0: | |
tvoxel = vol[z,x,y-1] | |
if abs(tvoxel-voxel)<epsilon and abs(tvoxel-HU_mid)<HU_range: enqueue((z,x,y-1)) | |
if z<sizez: | |
tvoxel = vol[z+1,x,y] | |
if abs(tvoxel-voxel)<epsilon and abs(tvoxel-HU_mid)<HU_range: enqueue((z+1,x,y)) | |
if z>0: | |
tvoxel = vol[z-1,x,y] | |
if abs(tvoxel-voxel)<epsilon and abs(tvoxel-HU_mid)<HU_range: enqueue((z-1,x,y)) |
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