Just D wrote:
...allowing the owner to add the descriptions
to the photos, gathering comments from the users, register users, etc.

Something like 'gallery' on sourceforge with php scripts & a mySQL
database on your server to use your own domain name or could you use
something on another domain with permissions for folders?