add convert_imageset option to resize images; use in
convert_imageset.cpp and document
convert imageset comment fixup
Merge pull request #445 from jeffdonahue/convert_imageset_resize_option

Optionally resize an image set to canonical dimensions when converting.
Do this by default for creating the imagenet train + val leveldbs.