Florence County is a county located in the U.S. state of Wisconsin. As of the 2010 census, the population was 4,423, making it the second-least populous county in Wisconsin. Its county seat is Florence.Florence County is part of the Iron Mountain, MI–WI Micropolitan Statistical Area.