Mercurial > repos > imgteam > voronoi_tesselation
annotate voronoi_tessellation.py @ 0:8b74843c136e draft
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
author | imgteam |
---|---|
date | Sat, 09 Mar 2024 22:27:23 +0000 |
parents | |
children | 412d7478ec92 |
rev | line source |
---|---|
0
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
1 import argparse |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
2 |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
3 import numpy as np |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
4 import scipy.ndimage as ndi |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
5 import skimage.io |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
6 from skimage.segmentation import watershed |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
7 |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
8 |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
9 if __name__ == '__main__': |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
10 |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
11 parser = argparse.ArgumentParser() |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
12 parser.add_argument('input') |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
13 parser.add_argument('output') |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
14 args = parser.parse_args() |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
15 |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
16 im = skimage.io.imread(args.input) |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
17 im = im.squeeze() |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
18 assert im.ndim == 2 |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
19 |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
20 distances = np.full(im.shape, np.inf) |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
21 for label in np.unique(im): |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
22 if label == 0: |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
23 continue |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
24 |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
25 label_distances = ndi.distance_transform_edt(im != label) |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
26 distances = np.min((distances, label_distances), axis=0) |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
27 |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
28 result = watershed( |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
29 image=distances, |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
30 markers=im, |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
31 ) |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
32 |
8b74843c136e
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/voronoi_tesselation commit 43f036ed5341c36a1e076f9df9f47a3743ef4e6f
imgteam
parents:
diff
changeset
|
33 skimage.io.imsave(args.output, result) |