annotate overlay_images.py @ 0:589af0005df5 draft

"planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
author imgteam
date Sat, 26 Feb 2022 15:16:10 +0000
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children b74693340624
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589af0005df5 "planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
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1 """
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2 Copyright 2022 Biomedical Computer Vision Group, Heidelberg University.
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3
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4 Distributed under the MIT license.
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5 See file LICENSE for detail or copy at https://opensource.org/licenses/MIT
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6
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7 """
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8
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9 import argparse
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11 import matplotlib.pyplot as plt
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12 import numpy as np
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13 import skimage.color
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14 import skimage.io
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15 import skimage.measure
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16 import tifffile
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19 def read_im_gray(fn):
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20 img = skimage.io.imread(fn)
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21 nDims = len(img.shape)
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22 assert nDims in [2, 3], 'this tool only supports single 2D images'
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23 if nDims == 3 and img.shape[-1] in [3, 4]:
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24 img = skimage.color.rgb2gray(img)
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25 if len(img.shape) == 3:
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26 return img[:, :, 0]
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27 else:
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28 return img
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31 def coloc_vis(in_red_fn, in_green_fn, out_fn):
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32 im1 = read_im_gray(in_red_fn)
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33 im2 = read_im_gray(in_green_fn)
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34 assert im1.shape == im2.shape, 'Two images should have the same dimension'
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35
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36 vmin = np.min([np.min(im1), np.min(im2)])
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37 scal = 255.0 / (np.max([np.max(im1), np.max(im2)]) - vmin)
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38
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39 out_im = np.zeros(im1.shape + (3,), dtype=np.ubyte)
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40 out_im[:, :, 0] = (im1 - vmin) * scal
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41 out_im[:, :, 1] = (im2 - vmin) * scal
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42 skimage.io.imsave(out_fn, out_im) # output is RGB
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43
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44
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45 def blending(im1_fn, im2_fn, out_fn, alpha=0.5):
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46 im1 = skimage.io.imread(im1_fn)
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47 im2 = skimage.io.imread(im2_fn)
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48 assert im1.shape == im2.shape, 'Two images should have the same dimension'
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49 out_im = (1 - alpha) * im1 + alpha * im2
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50 if len(im1.shape) > 3:
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51 tifffile.imwrite(out_fn, out_im.astype(im1.dtype), imagej=True)
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52 else:
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53 skimage.io.imsave(out_fn, out_im.astype(im1.dtype)) # format of output is the same as input
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54
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55
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56 def seg_contour(im1_fn, im2_fn, out_fn, linewidth=0.3, color='#ff0000', show_label=False):
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57 img = skimage.io.imread(im1_fn)
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58 label = skimage.io.imread(im2_fn)
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59
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60 fig = plt.figure()
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61 ax = fig.add_axes([0, 0, 1, 1])
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62 ax.axis('off')
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63 if show_label:
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64 for reg in skimage.measure.regionprops(label):
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65 ax.text(reg.centroid[1], reg.centroid[0], str(reg.label), color=color)
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66
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67 if len(img.shape) == 2:
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68 plt.imshow(img, cmap=plt.cm.gray)
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69 else:
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70 plt.imshow(img)
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71 plt.contour(label, linewidths=linewidth, colors=color)
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72 fig.canvas.print_png(out_fn) # output is RGB
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73
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74
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75 if __name__ == "__main__":
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76 parser = argparse.ArgumentParser(description="Overlay two images")
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77 parser.add_argument("im1", help="The first image")
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78 parser.add_argument("im2", help="The second image")
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79 parser.add_argument("out", help="Output image")
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80 parser.add_argument('--method', dest='method', default='coloc_vis', help='How to overlay images')
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81 parser.add_argument('--alpha', dest='alpha', default=0.5, type=float, help='Blending weight')
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82 parser.add_argument('--thickness', dest='thickness', default=0.3, type=float, help='Contour thickness')
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83 parser.add_argument('--color', dest='color', default='#FFFF00', help='Contour color')
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84 parser.add_argument('--show_label', dest='show_label', action='store_true', help='Plot label')
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85 args = parser.parse_args()
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86
589af0005df5 "planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
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87 if args.method == 'coloc_vis':
589af0005df5 "planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
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88 coloc_vis(args.im1, args.im2, args.out)
589af0005df5 "planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
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89 elif args.method == 'blending':
589af0005df5 "planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
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90 blending(args.im1, args.im2, args.out, alpha=args.alpha)
589af0005df5 "planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
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91 elif args.method == 'seg_contour':
589af0005df5 "planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
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92 seg_contour(args.im1, args.im2, args.out,
589af0005df5 "planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
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93 linewidth=args.thickness,
589af0005df5 "planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
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94 color=args.color,
589af0005df5 "planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/overlay_images/ commit 736949b5fb325cc7880d0ff0bb13b78115b9f81c"
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95 show_label=args.show_label)