annotate anisotropic_diffusion.py @ 2:e6987afa0484 draft

planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
author imgteam
date Mon, 13 Nov 2023 22:10:29 +0000
parents 17d3cfba9b5a
children 6ad5de2c5b7c
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
0
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
1 import argparse
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
2 import sys
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
3 import warnings
2
e6987afa0484 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents: 1
diff changeset
4
0
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
5 import skimage.io
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
6 import skimage.util
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
7 from medpy.filter.smoothing import anisotropic_diffusion
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
8
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
9 parser = argparse.ArgumentParser()
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
10 parser.add_argument('input_file', type=argparse.FileType('r'), default=sys.stdin, help='input file')
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
11 parser.add_argument('out_file', type=argparse.FileType('w'), default=sys.stdin, help='out file (TIFF)')
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
12 parser.add_argument('niter', type=int, help='Number of iterations', default=1)
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
13 parser.add_argument('kappa', type=int, help='Conduction coefficient', default=50)
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
14 parser.add_argument('gamma', type=float, help='Speed of diffusion', default=0.1)
2
e6987afa0484 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents: 1
diff changeset
15 parser.add_argument('eqoption', type=int, choices=[1, 2], help='Perona Malik diffusion equation', default=1)
0
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
16 args = parser.parse_args()
2
e6987afa0484 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents: 1
diff changeset
17
0
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
18 with warnings.catch_warnings():
2
e6987afa0484 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents: 1
diff changeset
19 warnings.simplefilter("ignore") # to ignore FutureWarning as well
0
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
20
2
e6987afa0484 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents: 1
diff changeset
21 img_in = skimage.io.imread(args.input_file.name, plugin='tifffile')
e6987afa0484 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents: 1
diff changeset
22 res = anisotropic_diffusion(img_in, niter=args.niter, kappa=args.kappa, gamma=args.gamma, option=args.eqoption)
e6987afa0484 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents: 1
diff changeset
23 res[res < -1] = -1
e6987afa0484 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents: 1
diff changeset
24 res[res > +1] = +1
0
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
25
2
e6987afa0484 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents: 1
diff changeset
26 res = skimage.util.img_as_uint(res) # Attention: precision loss
0
d13e26f576bc planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff changeset
27
2
e6987afa0484 planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents: 1
diff changeset
28 skimage.io.imsave(args.out_file.name, res, plugin='tifffile')