diff --git a/.gitignore b/.gitignore
index 79fe4fc..47000fd 100644
--- a/.gitignore
+++ b/.gitignore
@@ -16,3 +16,4 @@ ext/opencv/test.txt
 pkg/
 log.txt
 *.avi
+examples/rotated-boxes-with-detected-bounding-rectangles.jpg
diff --git a/examples/bounding-box-detect-canny-no-gui.rb b/examples/bounding-box-detect-canny-no-gui.rb
new file mode 100644
index 0000000..b61158b
--- /dev/null
+++ b/examples/bounding-box-detect-canny-no-gui.rb
@@ -0,0 +1,44 @@
+#!/usr/bin/env ruby
+#
+# Detects contours in an image and
+# their boundingboxes
+#
+require "opencv"
+
+# Load image
+cvmat = OpenCV::CvMat.load("rotated-boxes.jpg")
+
+# The "canny" edge-detector does only work with grayscale images
+# so to be sure, convert the image
+# otherwise you will get something like:
+# terminate called after throwing an instance of 'cv::Exception'
+#  what():  /opt/local/var/macports/build/_opt_local_var_macports_sources_rsync.macports.org_release_ports_graphics_opencv/work/OpenCV-2.2.0/modules/imgproc/src/canny.cpp:67: error: (-210)  in function cvCanny
+cvmat = cvmat.BGR2GRAY
+
+# Use the "canny" edge detection algorithm (http://en.wikipedia.org/wiki/Canny_edge_detector)
+# Parameters are two colors that are then used to determine possible corners
+canny = cvmat.canny(50, 150)
+
+# Look for contours
+# We want them to be returned as a flat list (CV_RETR_LIST) and simplified (CV_CHAIN_APPROX_SIMPLE)
+# Both are the defaults but included here for clarity
+contour = canny.find_contours(:mode => OpenCV::CV_RETR_LIST, :method => OpenCV::CV_CHAIN_APPROX_SIMPLE)
+
+# The Canny Algorithm returns two matches for every contour (see O'Reilly: Learning OpenCV Page 235)
+# We need only the external edges so we ignore holes.
+# When there are no more contours, contours.h_next will return nil
+while contour
+  # No "holes" please (aka. internal contours)
+  unless contour.hole?
+    box = contour.bounding_rect
+    puts "found external contour from #{box.top_left.x},#{box.top_left.y} to #{box.bottom_right.x},#{box.bottom_right.y}"
+
+    # Draw that bounding rectangle
+    cvmat.rectangle! box.top_left, box.bottom_right, :color => OpenCV::CvColor::Black
+  end
+  contour = contour.h_next
+end 
+
+# And save the image
+puts "Saving image with bounding rectangles"
+cvmat.save_image("rotated-boxes-with-detected-bounding-rectangles.jpg")
diff --git a/examples/rotated-boxes.jpg b/examples/rotated-boxes.jpg
new file mode 100644
index 0000000..344210b
Binary files /dev/null and b/examples/rotated-boxes.jpg differ