I can't help you with how Adidas fits; I don't think I own anything from them.

As for Performance's "house" brand, I have to say that I've returned the handful of things I've bought for their inferior quality, including a pair of knickers. For bottoms at least, I generally find that you get what you pay for. You might check out Campmor.com for a decent price on some PI Sugar Knickers.