Top 2 vocals open source projects

Spleeter is Deezer source separation library with pretrained models written in Python and uses Tensorflow. It makes it easy to train source separation model (assuming you have a dataset of isolated sources), and provides already trained state of the art model for performing various flavour of separation :

GUI for a Vocal Remover that uses Deep Neural Networks.