Split label2rgb into two related functions

This commit is contained in:
Juan Nunez-Iglesias
2014-06-17 17:45:15 +10:00
parent 1eae917af3
commit a1fd895c4a
+27 -1
View File
@@ -64,7 +64,7 @@ def _match_label_with_color(label, colors, bg_label, bg_color):
def label2rgb(label, image=None, colors=None, alpha=0.3,
bg_label=-1, bg_color=None, image_alpha=1):
bg_label=-1, bg_color=None, image_alpha=1, kind='overlay'):
"""Return an RGB image where color-coded labels are painted over the image.
Parameters
@@ -86,6 +86,11 @@ def label2rgb(label, image=None, colors=None, alpha=0.3,
between [0, 1].
image_alpha : float [0, 1], optional
Opacity of the image.
kind : string, one of {'overlay', 'avg'}
The kind of color image desired. 'overlay' cycles over defined colors
and overlays the colored labels over the original image. 'avg' replaces
each labeled segment with its average color, for a stained-class or
pastel painting appearance.
Returns
-------
@@ -93,6 +98,15 @@ def label2rgb(label, image=None, colors=None, alpha=0.3,
The result of blending a cycling colormap (`colors`) for each distinct
value in `label` with the image, at a certain alpha value.
"""
if kind == 'overlay':
return _label2rgb_overlay(label, image, colors, alpha, bg_label,
bg_color, image_alpha)
else:
return _label2rgb_avg(label, image, bg_label, bg_color)
def _label2rgb_overlay(label, image=None, colors=None, alpha=0.3,
bg_label=-1, bg_color=None, image_alpha=1):
if colors is None:
colors = DEFAULT_COLORS
colors = [_rgb_vector(c) for c in colors]
@@ -140,3 +154,15 @@ def label2rgb(label, image=None, colors=None, alpha=0.3,
result[label == bg_label] = image[label == bg_label]
return result
def _label2rgb_avg(label_field, image, bg_label, bg_color):
out = np.zeros_like(image)
labels = np.unique(label_field)
if (labels == bg_label).any():
labels = labels[labels != bg_label]
for label in labels:
mask = (label_field == label).nonzero()
color = image[mask].mean(axis=0)
out[mask] = color
return out