Non-parametric methods for the optimal 1/f noise spectrum estimation are analyzed. Variance of the spectrum is estimated from a single realization. Best performance is achieved with: Welch method; flat top window; 90% of overlap. The smoothing of the correlation is mainly due to the main lobe bandwidth.