E-MRP-CNN

Checkpoints

Click here to download checkpoints

Audio Demos on MUSDB18

You can also download an offline version of this webpage, after downloading it, decompress it and open 'index.html' with your browser.

Method		Tracks
		Al James Schoolboy Facination	BKS Too Much	Nerve 9 Pray For The Rain
Ground Truth	Mix
	Vocal
	Acc.
Seed	Vocal
	Acc.
S-17-1-MUS	Vocal
	Acc.
M-50-8-MUS	Vocal
	Acc.
M-99-2-MUS	Vocal
	Acc.
M-99-4-MUS	Vocal
	Acc.
M-99-6-MUS	Vocal
	Acc.
M-99-8-MUS	Vocal
	Acc.
Unmix Mono	Vocal
	Acc.
Unmix Stereo	Vocal
	Acc.

Method		Tracks
		AM Contra Heart Peripheral	Cristina Vane So Easy	M.E.R.C. Music Knockout
Ground Truth	Mix
	Vocal
	Acc.
Seed	Vocal
	Acc.
S-17-1-MUS	Vocal
	Acc.
M-50-8-MUS	Vocal
	Acc.
M-99-2-MUS	Vocal
	Acc.
M-99-4-MUS	Vocal
	Acc.
M-99-6-MUS	Vocal
	Acc.
M-99-8-MUS	Vocal
	Acc.
Unmix Mono	Vocal
	Acc.
Unmix Stereo	Vocal
	Acc.

Audio Demos on commercial tracks

In addition, we tested our models and baseline models on several commercial tracks with various genres.

Unlike tracks from MUSDB18, commercial tracks usually have louder accompaniment (as known as loudness war), more heavy reverberation and ducking, more complex chords and instruments, which is a huge challenge for MSVS models.

We splitted these tracks into two groups, 'easy group' and 'hard group'. In comparison to baseline models, our models generated more clear voices in both groups.

Easy group

Method		Tracks
		Porter Robinson Sad Machine Genre: Synthpop	Dave Thomas Junior Hue Genre: Downtempo	Spangle Call Lilli Line sea Genre: Post Rock
Ground Truth	Mix
Seed	Vocal
	Acc.
S-17-1-MUS	Vocal
	Acc.
M-50-8-MUS	Vocal
	Acc.
M-99-2-MUS	Vocal
	Acc.
M-99-4-MUS	Vocal
	Acc.
M-99-6-MUS	Vocal
	Acc.
M-99-8-MUS	Vocal
	Acc.
Unmix Mono	Vocal
	Acc.
Unmix Stereo	Vocal
	Acc.

Hard group

Method		Tracks
		Nightwish Storytime1 Genre: Symphonic Rock	David Maxim Micic Smile2 Genre: Heavy Metal	Clean Tears feat. Hatsune Miku Air Trip3 Genre: Trance
Ground Truth	Mix
Seed	Vocal
	Acc.
S-17-1-MUS	Vocal
	Acc.
M-50-8-MUS	Vocal
	Acc.
M-99-2-MUS	Vocal
	Acc.
M-99-4-MUS	Vocal
	Acc.
M-99-6-MUS	Vocal
	Acc.
M-99-8-MUS	Vocal
	Acc.
Unmix Mono	Vocal
	Acc.
Unmix Stereo	Vocal
	Acc.

1. Track 'Storytime' is assigned to hard group because of 'Loud accompaniment, complex chords in vocals'.
2. Track 'Smile' is assigned to hard group because of 'Death growl, Loud accompaniment'.
3. Track 'Air Trip' is assigned to hard group because of 'Heavy reverberations, synthesised vocal'.