As far as I know you will hardly hear the difference and if you happen to manage AAC will probably do better. As a pragmatic rule of a thumb you should be choosing AAC above everything else nowadays, unless you have reasons to choose something else. Here are all the actual competitors benefits:
MP3 - plays everywhere, usually in hardware (a battery-friendly way)
Opus - provides the best (AFAIK) quality for bits ratio possible today, does fantastic on low bitrates, fully open and royalty-free, would be the absolute winner if only hardware vendors were supporting it. But they aren’t. So it is played in software and can be considered battery-hungry if compared to MP3 and AAC. Choose it if you care about the storage space but not about the battery and if you want to be a free software evangelist.
AAC (M4A) - beats MP3 (though not Opus) in quality at equal bitrates and plays in hardware on almost every mobile device of the iPhone/Android era. Saves disk space and battery and sounds great.
FLAC - provides absolute lossless AudioCD quality at relatively low bitrates (varying around 512 kbps), free and open, widely supported in software, also supported by some car/home audio systems as an alternative to AudioCDs.
Vorbis can be considered deprecated nowadays. It still is beats MP3 but looses to Opus. APE used to be popular among audiophiles before FLAC has taken over.