I did not realize that that site had no downloads. Why not contact Canon and ask them?
If you look at their table, there are several models that all use the same driver. That gives a pretty good clue as to what OpenSource Linux drivers are going to work. For example, my system offers a driver for the ip4300 which--on the Canon site--is tha same driver as for your printer.