  We classify semi-algebraic surfaces in $\mathbb{R}^n$ with isolated
singularities up to bi-Lipschitz homeomorphisms with respect to the inner
distance. In particular, we obtain complete classifications for the Nash
surfaces and the complex algebraic curves. We also address the minimal surfaces
with finite total curvature.
