Install all dependencies with:
sudo apt install pulseaudio pulseaudio-utils pavucontrol pulseaudio-module-bluetooth
Then add the following lines to the file /etc/bluetooth/audio.conf
[General]
Enable=Source,Sink,Media,Socket
Now restart the bluetooth device:
sudo service bluetooth restart
Now you should be using the a2dp high quality instead hsp/hfp (low quality)