Some icons have gradients (messages, weather, camera) or shadows (settings), others only a white background (photos, game center), some have a very textured and bubbly look (game center again), while other exhibit more design elements of what has been lately referred to as "flat design" (stocks, compass, newsstand). I personally find the latter the most well-designed and pleasing to the eye.