You control sudo through the "sudoers" file. To edit this file, run "sudo visudo".
I haven't tested this, but I think the following would allow all users in the "cdrom" group to run "sudo k3b" without needing a password:
Code:
%cdrom ALL = NOPASSWD: /usr/bin/k3b
For more information, see the sudoers man page.