I use birch or maple for my wooden strops. Shape it to the inside of the gouge and coat it with valve grinding compound. Draw the tools backwards as not to cut the strops. Make a different one for each grit. I stone the gouge, and then strop with very fine compound, eg 1200 grit, then a light buff on a felt wheel.
During stoning, occasionally drive the tool into endgrain wood to tear off any burrs. Then proceed with stropping.
A strop for a particular gouge is a flat board 1 1/2 wide x 3" long, maybe 5/16 or 3/8 thick, depending on the gouge. I round the edge of the board to fit the gouge, and then run a gorrve on the flat side of the board for stropping the outer curve of the gouge.