My answer might still be of interest for others searching large image data-sets or for Light Alchemist in particular if his thesis is running over the course of the entire year.
I recently found this list of image data-sets on the University of Texas at Austin website. It's a collection of links to image data-sets provided by different Universities and Research Institutes. These data-sets can be enormous, for example the NUS-WIDE data-set alone contains +269K images.
This won't provide you with the specific contour images you've asked for. The list does however contain many data-sets of objects on distinct backgrounds. Use edge detection algorithms as stated above and batch process the images to get the desired result.