Can Anyone Identify this Church Group?

This photo is provided by Stewart Co. Genealogy List subscriber Duane Hargis. He believes it to be the Church of Christ on Saline Creek in Bumpus Mills, however it could be the Primitive Baptist Church. He hopes someone can identify it "for sure". The photo was taken in 1906.  His grandfather, James Morris Hargis, is the short man with a hat holding an infant (his father Grady Edward Hargis) in the back row.