A visual approach is an IFR manoeuvre in which part or all of the instrument approach procedure is flown with visual references.
There are no missed approach procedures for it therefore when conducting a go around from a visual approach ( or preferably prior to accepting one) you should agree the procedure with ATC as I'm sure they will have an expectation from you. Doesn't really matter what you do as long as it is safe and practical based on conditions.