No, The Band Perry's 3 siblings (Kimberly Perry, Neil Perry and Reid Perry) are NOT the children of the 80s singer Steve Perry who was with Journey.
Their father is Dr. Charles Stephen "Steve" Perry, a Mississippi-born pediatrician who now practices medicine in Greeneville, TN. Their mother is Marie Perry.
See attached link for photos of The Band Perry's parents.