Using scikit-image segmentation methods to create superpixels.  SLIC algo seems to perform well, and runs much faster than Quickshift, comparable to Felzenszwalb Graph algo.  Run python SuperPixels.py to see examples on Lena.png and car image from MSRC dataset.