Control Risk is the risk of a material misstatement in the financial statements arising due to absence or failure in the operation of relevant controls of the entity.
Detection Risk is the risk that the auditors fail to detect a material misstatement in the financial statements.
Detection is a what you do post decision being made which includes finding any irregularities etc. It is a kind of protective or curing measures. Where as control risk is a preventive measure.