I still like my Hawks on the Corolla - but of the ones listed, Carbotech Bobcat 1521 (street/occasional track compound) - if you can find them, are supposed to be best.
http://www.ctbrakes.com/
BMW car club guys and lots of SCCA / road track guys swear by those pads, and you got to believe that those guys are going to be pretty tough on pads. Porterfield R4-S and EBC Greenstuff are considered very good street pads / occasional track use. Hawk HPS, if you track the car, will fade/eat the rotors pretty quickly - they don't really take to tracking. Hawk HP+ and Hawk Blues are better in that regard, though they are pretty aggressive on rotors.
Akebono is fast rising in the tuning circles. They are now the brakes of choice on the new Nissan 370Z, replacing the Brembos on the 350Z as those were getting too chewed up. I think Infiinity did the same thing too - as the older G35 and FX series were plagued with fading/warped brakes from Brembo. Not sure if it was the just the application or the size of the Brembos, as they are still used on Subarus, EVOs, and the new Hyundai Genesis Coupe Track model.
I've heard pretty good results with Akebono ceramic pads, Hawk has their own ceramic pad with similar spec's - the OEM pads on the Matrix XRS are also a ceramic composite pad - pretty decent stopping power and high resistance to fade, but does lack the strong initial bite of the Hawk HPS. Maybe from switching from OEM pads, I would have jumped on the Akebono's, but once I got used to the high initial bite and torque of the Hawks, I couldn't switch.
I have also heard that some ABS system do NOT like the strong initial bite of performance pads - confuses the ABS system and shortes pad / rotor life, grossly extended the stopping distances. There were not on Corollas, but could still be possible. I haven't noticed anything weird with the Matrix (Porterfield R4-S front and rear), though I don't go stomping the brakes enough to cause ABS to come on all the time.
The Carbotech ones are ceramic composite as well - but their release and modulation is good enough that ABS won't care - supposedly. They run up there in price, similar to Porterfields, about $120-$130 a set retail, can get them for around $80-$90 if you shop around. About the same price as EBC Greenstuff and Hawk HPS. EBC Ultimax (OEM replacement) runs about half that - similar in performance to the other ceramic composites in its price class.