OBERHOF, Germany—Stars of the Winter Olympics are creating quite a stir in a different contest: the world wok-racing championship.

Racers sit in the middle of kitchen-quality Chinese woks and hurtle down chutes of ice at speeds of up to 60 miles an hour. Four-seaters—four woks linked together in wooden frames—can clock 75 miles per hour.

Originally...