The Multiscale Strip Construction, or in short MSC (Lerman et al., 2007), was initially proposed to identify enriched spots in ChIP-on-chip arrays. Here we extend this method to the setting of robust high-dimensional curve estimation. We establish its robustness as well as accurateness by bounding both the empirical influence function and the empirical bias of approximation at a sufficiently la...