Files
scikit-image/doc/logo/scikit_image_logo.py
T
2013-06-20 11:16:23 +02:00

166 lines
4.9 KiB
Python

"""
Script to draw skimage logo using Scipy logo as stencil. The easiest
starting point is the `plot_colorized_logo`.
Original snake image from pixabay [1]_
.. [1] http://pixabay.com/en/snake-green-toxic-close-yellow-3237/
"""
import sys
if len(sys.argv) != 2 or sys.argv[1] != '--no-plot':
print("Run with '--no-plot' flag to generate logo silently.")
else:
import matplotlib as mpl
mpl.use('Agg')
import matplotlib.pyplot as plt
import numpy as np
import skimage.io as sio
from skimage import img_as_float
from skimage.color import gray2rgb, rgb2gray
from skimage.exposure import rescale_intensity
from skimage.filter import sobel
import scipy_logo
# Utility functions
# =================
def colorize(image, color, whiten=False):
"""Return colorized image from gray scale image.
The colorized image has values from ranging between black at the lowest
intensity to `color` at the highest. If `whiten=True`, then the color
ranges from `color` to white.
"""
color = np.asarray(color)[np.newaxis, np.newaxis, :]
image = image[:, :, np.newaxis]
if whiten:
# truncate and stretch intensity range to enhance contrast
image = rescale_intensity(image, in_range=(0.3, 1))
return color * (1 - image) + image
else:
return image * color
def prepare_axes(ax):
plt.sca(ax)
ax.xaxis.set_visible(False)
ax.yaxis.set_visible(False)
for spine in ax.spines.values():
spine.set_visible(False)
# Logo generating classes
# =======================
class LogoBase(object):
def __init__(self):
self.logo = scipy_logo.ScipyLogo(radius=self.radius)
self.mask_1 = self.logo.get_mask(self.image.shape, 'upper left')
self.mask_2 = self.logo.get_mask(self.image.shape, 'lower right')
edges = np.array([sobel(img) for img in self.image.T]).T
# truncate and stretch intensity range to enhance contrast
self.edges = rescale_intensity(edges, in_range=(0, 0.4))
def _crop_image(self, image):
w = 2 * self.radius
x, y = self.origin
return image[y:y + w, x:x + w]
def plot_curve(self, **kwargs):
self.logo.plot_snake_curve(**kwargs)
class SnakeLogo(LogoBase):
radius = 250
origin = (420, 0)
def __init__(self):
image = sio.imread('data/snake_pixabay.jpg')
image = self._crop_image(image)
self.image = img_as_float(image)
LogoBase.__init__(self)
snake_color = SnakeLogo()
snake = SnakeLogo()
# turn RGB image into gray image
snake.image = rgb2gray(snake.image)
snake.edges = rgb2gray(snake.edges)
# Demo plotting functions
# =======================
def plot_colorized_logo(logo, color, edges='light', whiten=False):
"""Convenience function to plot artificially-colored logo.
The upper-left half of the logo is an edge filtered image, while the
lower-right half is unfiltered.
Parameters
----------
logo : LogoBase instance
color : length-3 sequence of floats or 2 length-3 sequences
RGB color spec. Float values should be between 0 and 1.
edges : {'light'|'dark'}
Specifies whether Sobel edges are drawn light or dark
whiten : bool or 2 bools
If True, a color value less than 1 increases the image intensity.
"""
if not hasattr(color[0], '__iter__'):
color = [color] * 2 # use same color for upper-left & lower-right
if not hasattr(whiten, '__iter__'):
whiten = [whiten] * 2 # use same setting for upper-left & lower-right
image = gray2rgb(np.ones_like(logo.image))
mask_img = gray2rgb(logo.mask_2)
mask_edge = gray2rgb(logo.mask_1)
# Compose image with colorized image and edge-image.
if edges == 'dark':
logo_edge = colorize(1 - logo.edges, color[0], whiten=whiten[0])
else:
logo_edge = colorize(logo.edges, color[0], whiten=whiten[0])
logo_img = colorize(logo.image, color[1], whiten=whiten[1])
image[mask_img] = logo_img[mask_img]
image[mask_edge] = logo_edge[mask_edge]
logo.plot_curve(lw=5, color='w') # plot snake curve on current axes
plt.imshow(image)
if __name__ == '__main__':
# Colors to use for the logo:
red = (1, 0, 0)
blue = (0.35, 0.55, 0.85)
green_orange = ((0.6, 0.8, 0.3), (1, 0.5, 0.1))
def plot_all():
color_list = [red, blue, green_orange]
edge_list = ['light', 'dark']
f, axes = plt.subplots(nrows=len(edge_list), ncols=len(color_list))
for axes_row, edges in zip(axes, edge_list):
for ax, color in zip(axes_row, color_list):
prepare_axes(ax)
plot_colorized_logo(snake, color, edges=edges)
plt.tight_layout()
def plot_official_logo():
f, ax = plt.subplots()
prepare_axes(ax)
plot_colorized_logo(snake, green_orange, edges='dark',
whiten=(False, True))
plt.savefig('green_orange_snake.png', bbox_inches='tight')
plot_all()
plot_official_logo()
plt.show()