Hey,
I recently stumbled upon an interesting open source redesign of color scale by Matplotlib team (a major python plotter), it appears quite serious.
Of course I thought about my favourite point cloud software.
The color scale they designed have several advantages, such as being print friendly, colour-blindness friendly, and importantly, perceptually uniform.
That is, if your scalar field goes from 1 to 10, 2 will appear as far from 1 as from 3.
http://bids.github.io/colormap/
It looks like a minor change to CloudCompare, but a major step for usability and attractiveness.
Options A,B,C,D would each be interesting for point clouds (although option C might clash with classical background color).
This may not prove to be perfect for point clouds, but it is more than worth a try !
Cheers,
Rémi-C
Color : better default color scale
Re: Color : better default color scale
Thanks for the info. I guess we could add them to CC without too much problem indeed.
But of course you'll still need to define 'absolute' equivalents of these colormaps to get the right correspondance with values.
But of course you'll still need to define 'absolute' equivalents of these colormaps to get the right correspondance with values.
Daniel, CloudCompare admin
Re: Color : better default color scale
In the end I added the Viridis colormap to CC.
The issue of these color scales is that they are 'static' colorscales (256 different colors) and we don't have the code to generate the color for any given value. This is not how CC works and I fear that the result will be quite slow.
The issue of these color scales is that they are 'static' colorscales (256 different colors) and we don't have the code to generate the color for any given value. This is not how CC works and I fear that the result will be quite slow.
Daniel, CloudCompare admin
Re: Color : better default color scale
Remi-C, I was trying to do exactly what you're describing in order to get a better view of some huge point cloud data I'm working with. I couldn't find anything that helped, and didn't want to make xml files manually, but I wrote a little script to do what you originally asked about.
In the attached zip are color scales for the following matplotlib colormaps: Blues, cool, winter, inferno, magma, and plasma.
You can also use the python code below to generate the xml to make a Cloud Compare color scale for any matplotlib colormap (see: https://matplotlib.org/examples/color/c ... rence.html).
If you need another scale and can't get the script to work, let me know and I'll post it.
In the attached zip are color scales for the following matplotlib colormaps: Blues, cool, winter, inferno, magma, and plasma.
You can also use the python code below to generate the xml to make a Cloud Compare color scale for any matplotlib colormap (see: https://matplotlib.org/examples/color/c ... rence.html).
If you need another scale and can't get the script to work, let me know and I'll post it.
Code: Select all
'''
This script will take any matplotlib colormap and output
the xml for a CloudCompare 256 color scale.
(Jack Linke 2017)
'''
from matplotlib import cm
from math import trunc
import uuid
# Change the name in quotes to your desired colormap:
cmap = cm.get_cmap('Blues')
segment = 1 / 255
print('<?xml version="1.0" encoding="UTF-8"?>')
print('<CloudCompare>')
print(' <ColorScale version="1">')
print(' <Properties>')
print(' <name>Viridis_copy</name>')
print(' <uuid>{' + str(uuid.uuid4()) + '}</uuid>')
print(' <absolute>0</absolute>')
print(' </Properties>')
print(' <Data>')
for x in range(0, 256):
rgba = cmap(x * segment)
r = str(trunc(rgba[0] * 255))
g = str(trunc(rgba[1] * 255))
b = str(trunc(rgba[2] * 255))
print(' <step r="' + r + '" g="' + g + '" b="' + b + '" pos="' + str(x * segment) + '"/>')
print(' </Data>')
print(' </ColorScale>')
print('</CloudCompare>')
- Attachments
-
- CC_ColorScales.zip
- (15.23 KiB) Downloaded 839 times
Re: Color : better default color scale
Oops, made a small mistake in my previous post which results in all color scales having the same name. Here's the correction and corrected zipped files:
Code: Select all
'''
This script will take any matplotlib colormap and output the xml
for a CloudCompare 256 color scale. Here's a list of Matplotlib maps:
https://matplotlib.org/examples/color/colormaps_reference.html
'''
from matplotlib import cm
from math import trunc
import uuid
# Change the name in quotes to your desired colormap:
colormap = 'winter'
cmap = cm.get_cmap(colormap)
segment = 1 / 255
print('<?xml version="1.0" encoding="UTF-8"?>')
print('<CloudCompare>')
print(' <ColorScale version="1">')
print(' <Properties>')
print(' <name>' + colormap + '</name>')
print(' <uuid>{' + str(uuid.uuid4()) + '}</uuid>')
print(' <absolute>0</absolute>')
print(' </Properties>')
print(' <Data>')
for x in range(0, 256):
rgba = cmap(x * segment)
r = str(trunc(rgba[0] * 255))
g = str(trunc(rgba[1] * 255))
b = str(trunc(rgba[2] * 255))
print(' <step r="' + r + '" g="' + g + '" b="' + b + '" pos="' + str(x * segment) + '"/>')
print(' </Data>')
print(' </ColorScale>')
print('</CloudCompare>')
- Attachments
-
- CC_ColorScales_v2.zip
- (15.18 KiB) Downloaded 898 times
Re: Color : better default color scale
Last change, I swear. This modified version solved daniel's concerns. You can now select the number of segments you want to use. For instance, using 4 segments as below gets a near-perfect approximation of inferno. You can adjust more/less segments as needed for balance between performance/perfection.
This results in:
You can see the resulting color scale in the attached image:
And a comparison with the color scale on top and the original below. You can see it's close, but not perfect. Again, a few more segments would drastically improve the appearance:
Code: Select all
'''
This script will take any matplotlib colormap and output the xml
for a CloudCompare 256 color scale. Here's a list of Matplotlib maps:
https://matplotlib.org/examples/color/colormaps_reference.html
'''
from matplotlib import cm
from math import trunc
import uuid
# Change the name in quotes to your desired colormap:
colormap = 'inferno'
# Change the value below to set how many segments to use. This should be a value from 2 to 256:
segments = 4
cmap = cm.get_cmap(colormap)
segment = 1 / (segments - 1)
print('<?xml version="1.0" encoding="UTF-8"?>')
print('<CloudCompare>')
print(' <ColorScale version="1">')
print(' <Properties>')
print(' <name>' + colormap + '</name>')
print(' <uuid>{' + str(uuid.uuid4()) + '}</uuid>')
print(' <absolute>0</absolute>')
print(' </Properties>')
print(' <Data>')
for x in range(0, segments):
rgba = cmap(x * segment)
r = str(trunc(rgba[0] * 255))
g = str(trunc(rgba[1] * 255))
b = str(trunc(rgba[2] * 255))
print(' <step r="' + r + '" g="' + g + '" b="' + b + '" pos="' + str(x * segment) + '"/>')
print(' </Data>')
print(' </ColorScale>')
print('</CloudCompare>')
Code: Select all
<?xml version="1.0" encoding="UTF-8"?>
<CloudCompare>
<ColorScale version="1">
<Properties>
<name>inferno</name>
<uuid>{3d3ffad0-0ef3-4c06-b57b-0bff7d3177bd}</uuid>
<absolute>0</absolute>
</Properties>
<Data>
<step r="0" g="0" b="3" pos="0.0"/>
<step r="120" g="28" b="109" pos="0.3333333333333333"/>
<step r="237" g="104" b="37" pos="0.6666666666666666"/>
<step r="252" g="254" b="164" pos="1.0"/>
</Data>
</ColorScale>
</CloudCompare>
- inferno.png (11.46 KiB) Viewed 21207 times
- inferno_compare.png (25.46 KiB) Viewed 21207 times
Re: Color : better default color scale
Thanks for the code, it works great.
Inferno
Magma
Inferno
Code: Select all
<?xml version="1.0" encoding="UTF-8"?>
<CloudCompare>
<ColorScale version="1">
<Properties>
<name>inferno</name>
<uuid>{440b54e9-84cd-48e5-a676-becec9b6428c}</uuid>
<absolute>0</absolute>
</Properties>
<Data>
<step r="0" g="0" b="3" pos="0.0"/>
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</ColorScale>
</CloudCompare>
Magma
Code: Select all
<?xml version="1.0" encoding="UTF-8"?>
<CloudCompare>
<ColorScale version="1">
<Properties>
<name>magma</name>
<uuid>{834bb39c-09c7-4a0e-9de3-12dd6abdfc69}</uuid>
<absolute>0</absolute>
</Properties>
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</ColorScale>
</CloudCompare>
Re: Color : better default color scale
Plasma
Code: Select all
<?xml version="1.0" encoding="UTF-8"?>
<CloudCompare>
<ColorScale version="1">
<Properties>
<name>plasma</name>
<uuid>{05af89de-7121-41c0-83c4-deaa7275072f}</uuid>
<absolute>0</absolute>
</Properties>
<Data>
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</CloudCompare>