Last summer I sang the alto part in Vivaldi's 'Gloria', and I sang along with MIDI files of my part at home. It worked well. Not only did I learn the parts, but I could hear the quality of my voice improving as I got back in practice.

My cat would curl up on a nearby chair and listen, so now she knows the parts too.