This paper provides a catalogue of stars, quasars, and galaxies for S-PLUS DR2 in the Stripe 82 region. We show that narrow-band photometry improve the classification performance. Moreover, we show that our classification is robust against missing values. The catalogue with classification and probabilities for Stripe 82 S-PLUS DR2 is available for download.