It depends on what is being used as a filter in the canister filter and how long you have been running it.
If you haven't been running it long and/or you are only using mechanical filtration methods (Activated Carbon, Polyfilter, etc) you can easily remove it. If you have been using a Bio media such as bio-balls, then you would have to remove them slowly.