Virtua Fighter series for the incredible depth.
Bushido Blade for the precision, innovation and realism.
Ultimate Fighting Championship for the immense number of moves and realism.
Tobal no.1 for its grappling system and characters.

Most other fighting games aren't worth a mention put besides these games, in my opinion.