Is it unnecessary to write "Please refer to xx paper for detail" after talking about framework presented in this paper?
Since most people would understand that anyway, no, it isn't really necessary. It might be different if it were necessary for the reader to explore that detail before continuing with reading your work, of course. But in that case, you might want to make it more explicit.