Added sections to gallery of examples

Modified travis_script.sh to account for the new structure of the gallery

Added README.txt files in directories of gallery examples

Fixed references to gallery images in user guide pages

Fixed broken links

doc/examples/segmentation/plot_label.py

@@ -0,0 +1,59 @@
+"""
+===================
+Label image regions
+===================
+
+This example shows how to segment an image with image labelling. The following
+steps are applied:
+
+1. Thresholding with automatic Otsu method
+2. Close small holes with binary closing
+3. Remove artifacts touching image border
+4. Measure image regions to filter small objects
+
+"""
+import numpy as np
+import matplotlib.pyplot as plt
+import matplotlib.patches as mpatches
+
+from skimage import data
+from skimage.filters import threshold_otsu
+from skimage.segmentation import clear_border
+from skimage.measure import label
+from skimage.morphology import closing, square
+from skimage.measure import regionprops
+from skimage.color import label2rgb
+
+
+image = data.coins()[50:-50, 50:-50]
+
+# apply threshold
+thresh = threshold_otsu(image)
+bw = closing(image > thresh, square(3))
+
+# remove artifacts connected to image border
+cleared = bw.copy()
+clear_border(cleared)
+
+# label image regions
+label_image = label(cleared)
+borders = np.logical_xor(bw, cleared)
+label_image[borders] = -1
+image_label_overlay = label2rgb(label_image, image=image)
+
+fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(6, 6))
+ax.imshow(image_label_overlay)
+
+for region in regionprops(label_image):
+
+    # skip small images
+    if region.area < 100:
+        continue
+
+    # draw rectangle around segmented coins
+    minr, minc, maxr, maxc = region.bbox
+    rect = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr,
+                              fill=False, edgecolor='red', linewidth=2)
+    ax.add_patch(rect)
+
+plt.show()