Is it non Riemann or non Eucliden
Sure, color space can be reformulated many other ways for applications but all just operational kludges.
In Riemannian space, the distance between points is the length of the shortest path between them. Euclidean space is a subtype of Riemannian space, where angles in every triangle sum to 180°.