(1) For the image and segmentation reading routines in the Dataset directory to work, make sure you edit Dataset/bsdsRoot.m to point to your local copy of the BSDS dataset. (2) Run 'gmake install' from this directory to build everything. You should then probably put the lib/matlab directory in your MATLAB path. (3) Read the Benchmark/README file.