Gilmer is a city located in Upshur County, Texas. Gilmer has a 2026 population of 5,207. It is also the county seat of Upshur County. Gilmer is currently growing at a rate of 1.76% annually and its population has increased by 7.34% since the most recent census, which recorded a population of 4,851 in 2020.