By and large, confusions occur (at least in humans) between phones with phonological features in common (e.g., (Miller and Nicely, 1955)).
three features (voicing, manner, and place) have been postulated as relatively invariant (see e.g., (Stevens, 1981), quoted in (Church, 1987)).