Took mine out on Saturday arvo without removing the back seat, but you gotta be carefull. If you pull the top of the back seat towards you and lift the parcelshelf cover at the same time it will just pop out.
When putting it back there are clips on the edge facing the rear window, make sure they are all facing the right way (towards the boot) before replacing otherwise it wont seat back well.