Of course affiliates pay attention on the brand, its popularity.
But there're so many other criteria to which they pay attention: relevance and quality of the provided services or products, comissions, threshold, terms of payment, cookie length. The thought-over strategy of involvement of partners, favorable conditions of cooperation will allow you to involve partners in the program of the company even with a new brand.