I had a go at a similar pattern and although i didn't do it at the time if i were to make more i could do as douglais has said with cuir bouilli.
Make a wooden mold up, cut the leather larger than you need it, stretch it over then tack it down (where it won't show, another reason to cut it larger) and cut it to size once dry.
Hope it helps