I don't like Science Diet because of the amount of corn in it. Nutro is good, but neither Bitsy nor Buster like it. My friend feeds her dogs Nutro and they eat it just fine.
I feed my dogs Blue Buffalo. I've never fed either Innova or Canidae, but the ingredients are good. I wouldn't hesitate feeding them to my dogs, they're definitely a big step up from Science Diet.