Edge-work with thin leather

[Nedscore]

Hi everyone!  I am trying to burnish/close/round the edges of my calfskin leather patches before machine stitching them on to denim.  I bought the little wooden tool and the tokonole, but the leather is very thin and has been quite flimsy and I have a feeling this is done a different way.  I have attached a sample photo that depicts another brand, which has managed to soften/close the edges of their very thin leather patches.  I have heard the term "edge paint" floating around, but this picture makes it appear like some physical was done to the edges, perhaps in addition to edge paint or some other gum/glue sealant.  Please let me know if you know how I can achieve this finish.  Thanks!

[TomE]

The narrow groove of a power bunisher works well, or using canvas with the leather lying flat on a smooth/slick surface and working the edge.

[TonyV]

On thin leather I use water or tokenol and a piece of canvas or denim. You can hold the leather edge right close to the edge of your bench to help keep it from flapping around too much.  Those thin edges really don't need much slicking, and edge paint is too much hassle IMO. To make paint shine it takes sanding between coats.  

[SUP]

The edge glider that is available on Etsy works on thin leather. it is expensive though. I got a prototype, which was less expensive.

[Digit]

The sample image is very grainy, but I'd say the edges look skived and rolled.