Mercurial > repos > imgteam > binaryimage2points
annotate binaryimage2points.py @ 1:f38f42d55813 draft default tip
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
| author | imgteam |
|---|---|
| date | Mon, 13 Nov 2023 22:10:37 +0000 |
| parents | cb1eaebdb4c4 |
| children |
| rev | line source |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
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1 import argparse |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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2 import warnings |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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3 |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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4 import numpy as np |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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5 import pandas as pd |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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6 import skimage.io |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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7 |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
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8 |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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9 def binaryimage2points(input_file): |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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10 # ignore warnings that arise when importing a package that was compiled against an older version of numpy than installed; https://github.com/numpy/numpy/pull/432 |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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11 warnings.filterwarnings("ignore") |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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12 |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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13 img_in = skimage.io.imread(input_file, plugin='tifffile') |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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14 |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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changeset
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15 # make label image |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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16 label = skimage.measure.label(img_in) |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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17 |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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18 # amount of regions |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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19 amount_label = np.max(label) |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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changeset
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20 |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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21 # iterate over all regions in order to calc center of mass |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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22 center_mass = [] |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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23 for i in range(1, amount_label + 1): |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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changeset
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24 # get coordinates of region |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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diff
changeset
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25 coord = np.where(label == i) |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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26 # be carefull with x,y coordinates |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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diff
changeset
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27 center_mass.append([np.mean(coord[1]), np.mean(coord[0])]) |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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28 |
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1
f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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diff
changeset
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29 # make data frame of detections |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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30 out_dataFrame = pd.DataFrame(center_mass) |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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31 |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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32 # return |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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33 return out_dataFrame |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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34 |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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35 |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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36 if __name__ == "__main__": |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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37 parser = argparse.ArgumentParser() |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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38 parser.add_argument('input_file', help='input file') |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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39 parser.add_argument('out_file', help='out file (TSV)') |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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diff
changeset
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40 |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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diff
changeset
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41 args = parser.parse_args() |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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diff
changeset
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42 input_file = args.input_file |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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diff
changeset
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43 out_file = args.out_file |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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diff
changeset
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44 |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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45 # TOOL |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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46 out_dataFrame = binaryimage2points(input_file) |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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diff
changeset
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47 |
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f38f42d55813
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/binaryimage2points/ commit 2286a6c9da88596349ed9d967c51541409c0a7bf
imgteam
parents:
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48 # Print to csv file |
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cb1eaebdb4c4
planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/binaryimage2points/ commit c3f4b766f03770f094fda6bda0a5882c0ebd4581
imgteam
parents:
diff
changeset
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49 out_dataFrame.to_csv(out_file, index=False, header=False, sep="\t") |
