The construction of adaptive nonparametric procedures by means of wavelet thresholding techniques is now a classical topic in modern mathematical statistics.In this paper, we extend this framework to the analysis of nonparametric regression on sections of spin fiber bundles defined on the sphere.This can be viewed as a regression problem where the function to be estimated takes as its values algebraic curves (for instance, ellipses) rather than scalars, as usual.