Cat Island is a island located in Ashland County, Wisconsin. It appears on the Cat Island USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 682.47 feet (208.02 m) above sea level. The nearest populated place is Red Cliff, approximately 15.3 miles to the SW.