Let \(\overline{po}_k(n)\) denote the number of k-colored overpartitions of n into odd parts. By deriving the exact generating functions for specific sets of arithmetic progressions in \(\overline{po}_{2k}(n)\) , we prove several infinite families of congruences modulo high powers of 2 satisfied by \(\overline{po}_{2k}(n)\) . This significantly generalizes some results of Adiga and Ranganatha (Discrete Math 341(11):3141–3147, 2018). Furthermore, we propose a conjecture concerning a family of congruences modulo high powers of 2 for \(\overline{po}_{2^{k}}(n)\) when \(k\ge 3\) .