CCMixter

CCMixter is a singing voice separation dataset consisting of 50 full-length stereo tracks from ccMixter featuring many different musical genres. For each song there are three WAV files available: the background music, the voice signal, and their sum.

Source: Kernel Additive Models for Source Separation Audio Source: https://members.loria.fr/ALiutkus/kam/