Guide

How to separate vocals and instruments from a song

5 min read

Until recently you needed the original multitrack session to hear an instrument on its own. Today, AI stem separation splits a finished MP3 into its parts in about a minute. Here's what it is and how musicians use it.

What a "stem" is

A stem is one part of a mix: all the vocals, all the drums, the bass, and so on. Separation models typically output:

How it works

Separation models are neural networks trained on thousands of songs where the individual tracks are known. They learn what a voice, a kick drum or a bass guitar "looks like" in a spectrogram and build a mask for each one. The best current models (transformer-based, such as the RoFormer family) produce vocals clean enough for karaoke and transcription.

How good is it?

Stem Typical quality
Vocals Very good; a little reverb or bleed on dense mixes
Drums Very good
Bass Good; sometimes loses the lowest notes or picks up kick drum
Piano / guitar Fair to good; they overlap in pitch and timbre
Other Variable

Quality drops on live recordings, heavily distorted mixes and old mono recordings.

What musicians use stems for

A note on copyright

Separating a song for your own practice, study and arranging is everyday musicianship. Publishing the separated tracks or using them in a release needs the rights holder's permission.

Stems in Medley Writer

Every song you upload is split into vocals, drums, bass, guitar and keys. You can solo or mute stems while listening, and each part of the generated score is transcribed from its own stem, so the bass line comes from the bass, not from a guess at the full mix.

Let Medley Writer do the transcribing

Upload the songs, choose the parts and the order, and get a full arrangement for your band with the transitions written in. Free during the beta.

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