Rough Canyon is a valley located in Otero County, New Mexico. It appears on the Wilde Tank USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,622.12 feet (1,408.82 m) above sea level. The nearest populated place is Benton Well, approximately 6.6 miles to the W.