As mentioned here: https://unix.stackexchange.com/questions/45828/print-size-of-directory-content-with-tree-command-in-tree-1-5
tree --du -h -L 2
is very much in the right spirit of my goal. The only problem is, I don't think it supports sorting so is not suitable for huge file system hierarchies :(