Either vl_nnconv is really a script. Test this:
which vl_nnconv -all
Or the current folder is the parent folder of the help text of vl_nnconv. Do not use the folders of Matlab's toolboxes as working folder. Call e.g. cd(tempdir) to move to a neutral location.
