Mercurial > repos > imgteam > 2d_auto_threshold
annotate auto_threshold.py @ 0:d4da97f51700 draft
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
| author | imgteam | 
|---|---|
| date | Sat, 09 Feb 2019 14:27:36 -0500 | 
| parents | |
| children | 4853fc2b50bf | 
| rev | line source | 
|---|---|
| 0 
d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 1 import argparse | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 2 import numpy as np | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 3 import os | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 4 import sys | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 5 import warnings | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 6 import skimage.io | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 7 import skimage.filters | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 8 import skimage.util | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 9 | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 10 threshOptions = { | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 11 'otsu' : lambda img_raw: skimage.filters.threshold_otsu(img_raw), | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 12 'gaussian_adaptive' : lambda img_raw: skimage.filters.threshold_local(img_raw.reshape(img_raw.shape[0], img_raw.shape[1]), 3, method='gaussian'), # todo reshape 2d | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 13 'mean_adaptive' : lambda img_raw: skimage.filters.threshold_local(img_raw.reshape(img_raw.shape[0], img_raw.shape[1]), 3, method='mean'), # todo reshape 2d | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 14 'isodata' : lambda img_raw: skimage.filters.threshold_isodata(img_raw), | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 15 'li' : lambda img_raw: skimage.filters.threshold_li(img_raw), | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 16 'yen' : lambda img_raw: skimage.filters.threshold_yen(img_raw), | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 17 } | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 18 | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 19 if __name__ == "__main__": | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 20 parser = argparse.ArgumentParser(description='Segment Foci') | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 21 parser.add_argument('input_file', type=argparse.FileType('r'), default=sys.stdin, help='input file') | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 22 parser.add_argument('out_file', type=argparse.FileType('w'), default=sys.stdin, help='out file (TIFF)') | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 23 parser.add_argument('thresh_type', choices=threshOptions.keys(), help='thresholding method') | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 24 parser.add_argument('dark_background', default=True, type=bool, help='True if background is dark') | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 25 args = parser.parse_args() | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 26 | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 27 img_in = skimage.io.imread(args.input_file.name) | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 28 thresh = threshOptions[args.thresh_type](img_in) | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 29 | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 30 if args.dark_background: | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 31 res = img_in > thresh | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 32 else: | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 33 res = img_in <= thresh | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 34 | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 35 with warnings.catch_warnings(): | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 36 warnings.simplefilter("ignore") | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 37 res = skimage.util.img_as_uint(res) | 
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d4da97f51700
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/2d_auto_threshold/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
 imgteam parents: diff
changeset | 38 skimage.io.imsave(args.out_file.name, res, plugin="tifffile") | 
