There is no way you will get it under the seat, no matter how slim it just won't fit. I have one and its fitted behind the drivers seat (I can fit it there because I'm a short arse) and the bass bounces through the seat, which is actually quite nice

Your best option will be behind the passenger seat. You will probably need to get some wires through to the battery for the power and some to the headunit but it's pretty simple. Mine sounds great, I'm so glad I did it because even after changing all the speakers there was hardly any bass.