diff --git a/doc/Makefile b/doc/Makefile
index 6e18ec70..f7866969 100644
--- a/doc/Makefile
+++ b/doc/Makefile
@@ -11,7 +11,7 @@ PAPEROPT_a4     = -D latex_paper_size=a4
 PAPEROPT_letter = -D latex_paper_size=letter
 ALLSPHINXOPTS   = -d build/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source
 DEST = build
-.PHONY: all help clean html dirhtml pickle json htmlhelp qthelp latex changes linkcheck doctest gitwash gh-pages coveragetable
+.PHONY: all help clean html dirhtml pickle json htmlhelp qthelp latex changes linkcheck doctest gitwash gh-pages coveragetable random_gallery
 
 all: html
 
@@ -39,10 +39,13 @@ api:
 	python tools/build_modref_templates.py
 	@echo "Build API docs...done."
 
+random_gallery:
+	@cd source && python random_gallery.py
+
 coveragetable:
 	@cd source && python coverage_generator.py
 
-html: api coveragetable
+html: api coveragetable random_gallery
 	$(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(DEST)/html
 	cp -r source/plots $(DEST)/html
 	@echo
diff --git a/doc/source/random_gallery.py b/doc/source/random_gallery.py
index e4625536..6c5a40a2 100644
--- a/doc/source/random_gallery.py
+++ b/doc/source/random_gallery.py
@@ -33,7 +33,7 @@ examples = glob.glob(os.path.join(example_dir, 'plot_*.py'))
 
 images, links = [], []
 image_url = 'http://scikits-image.org/docs/dev/_images/%s.png'
-link_url = 'http://scikits-image.org/docs/dev/auto_examples/plot_%s.html'
+link_url = 'http://scikits-image.org/docs/dev/auto_examples/%s.html'
 
 for e in examples:
     e = os.path.basename(e)