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Improve efficiency of colorize_labels tool wrapper + bugfix #131

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Sep 24, 2024
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21 changes: 15 additions & 6 deletions tools/colorize_labels/colorize_labels.py
Original file line number Diff line number Diff line change
@@ -1,12 +1,11 @@
import argparse

import giatools.io
import matplotlib.colors as mpl
import matplotlib.pyplot as plt
import networkx as nx
import numpy as np
import scipy.ndimage as ndi
import skimage.io
import skimage.morphology as morph
import skimage.util


Expand All @@ -22,7 +21,6 @@ def color_hex_to_rgb_tuple(hex):

def build_label_adjacency_graph(im, radius, bg_label):
G = nx.Graph()
selem = morph.disk(radius)
for label in np.unique(im):

if label == bg_label:
Expand All @@ -31,7 +29,7 @@ def build_label_adjacency_graph(im, radius, bg_label):
G.add_node(label)

cc = (im == label)
neighborhood = ndi.binary_dilation(cc, selem)
neighborhood = (ndi.distance_transform_edt(~cc) <= radius)
adjacent_labels = np.unique(im[neighborhood])

for adjacent_label in adjacent_labels:
Expand All @@ -45,6 +43,18 @@ def build_label_adjacency_graph(im, radius, bg_label):
return G


def get_n_unique_mpl_colors(n, colormap='jet', cyclic=False):
"""
Yields `n` unique colors from the given `colormap`.

Set `cyclic` to `True` if the `colormap` is cyclic.
"""
cmap = plt.get_cmap(colormap)
m = n if cyclic else n - 1
for i in range(n):
yield np.multiply(255, cmap(i / m))


if __name__ == '__main__':

parser = argparse.ArgumentParser()
Expand All @@ -68,7 +78,7 @@ def build_label_adjacency_graph(im, radius, bg_label):
unique_colors = frozenset(graph_coloring.values())

# Assign colors to nodes based on the greedy coloring
graph_color_to_mpl_color = dict(zip(unique_colors, mpl.TABLEAU_COLORS.values()))
graph_color_to_mpl_color = dict(zip(unique_colors, get_n_unique_mpl_colors(len(unique_colors))))
node_colors = [graph_color_to_mpl_color[graph_coloring[n]] for n in G.nodes()]

# Render result
Expand All @@ -77,7 +87,6 @@ def build_label_adjacency_graph(im, radius, bg_label):
for label, label_color in zip(G.nodes(), node_colors):

cc = (im == label)
label_color = color_hex_to_rgb_tuple(label_color)
for ch in range(3):
result[:, :, ch][cc] = label_color[ch]

Expand Down
14 changes: 13 additions & 1 deletion tools/colorize_labels/colorize_labels.xml
Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,7 @@
<import>creators.xml</import>
<import>tests.xml</import>
<token name="@TOOL_VERSION@">3.2.1</token>
<token name="@VERSION_SUFFIX@">2</token>
<token name="@VERSION_SUFFIX@">3</token>
</macros>
<creator>
<expand macro="creators/bmcv" />
Expand Down Expand Up @@ -43,6 +43,7 @@
<data format="png" name="output" from_work_dir="output.png" />
</outputs>
<tests>
<!-- int64 -->
<test>
<param name="input" value="input1.tif" />
<param name="radius" value="1" />
Expand All @@ -52,6 +53,7 @@
<has_image_channels channels="3"/>
</expand>
</test>
<!-- uint8 -->
<test>
<param name="input" value="input2.tif" />
<param name="radius" value="10" />
Expand All @@ -61,6 +63,16 @@
<has_image_channels channels="3"/>
</expand>
</test>
<!-- uint16 -->
<test>
<param name="input" value="input3.tif" />
<param name="radius" value="100" />
<param name="bg_label" value="0" />
<param name="bg_color" value="#ffffff" />
<expand macro="tests/intensity_image_diff" name="output" value="output3.png" ftype="png">
<has_image_channels channels="3"/>
</expand>
</test>
</tests>
<help>

Expand Down
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