Mercurial > repos > imgteam > anisotropic_diffusion
annotate anisotropic_diffusion.py @ 4:6ad5de2c5b7c draft default tip
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit c86a1b93cb7732f7331a981d13465653cc1a2790
author | imgteam |
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date | Wed, 24 Apr 2024 08:12:09 +0000 |
parents | e6987afa0484 |
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rev | line source |
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d13e26f576bc
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
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1 import argparse |
d13e26f576bc
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
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changeset
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2 import sys |
d13e26f576bc
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
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3 import warnings |
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e6987afa0484
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
1
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4 |
4
6ad5de2c5b7c
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit c86a1b93cb7732f7331a981d13465653cc1a2790
imgteam
parents:
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5 import giatools.io |
0
d13e26f576bc
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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6 import skimage.io |
d13e26f576bc
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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7 import skimage.util |
d13e26f576bc
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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8 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:
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9 |
d13e26f576bc
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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10 parser = argparse.ArgumentParser() |
d13e26f576bc
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
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changeset
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11 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:
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changeset
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12 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
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13 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
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14 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
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15 parser.add_argument('gamma', type=float, help='Speed of diffusion', default=0.1) |
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e6987afa0484
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
1
diff
changeset
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16 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
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17 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
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18 |
0
d13e26f576bc
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/anisotropic-diffusion/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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19 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
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20 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
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21 |
4
6ad5de2c5b7c
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/anisotropic-diffusion/ commit c86a1b93cb7732f7331a981d13465653cc1a2790
imgteam
parents:
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diff
changeset
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22 img_in = giatools.io.imread(args.input_file.name, plugin='tifffile') |
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
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23 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
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24 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
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25 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
|
26 |
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
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27 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
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28 |
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
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29 skimage.io.imsave(args.out_file.name, res, plugin='tifffile') |