PS2 had, by far, the strongest CPU, but had no GPU. Without a GPU, the PS2 was fighting on an uneven battle ground, since the CPU had to basically do all the graphical rendering via "software". While, on the other hand, the other consoles alleviated all that burden from their respective CPUs...