README.md

A list of demo websites for automatic music generation research

###interactive multi-track music composition

• Jamming with Yating (RNN; hsiao19ismir-lbd): https://www.youtube.com/watch?v=9ZIJrr6lmHg

###interactive piano composition

• Piano Genie (RNN; donahue18nips-creativity): https://piano-genie.glitch.me/
• AI duet (RNN; roberts16nips-demo): https://experiments.withgoogle.com/ai/ai-duet/view/

###compose melody

• SSMGAN (VAE+LSTM+GAN; jhamtani19ml4md): https://drive.google.com/drive/folders/1TlOrbYAm7vGUvRrxa-uiH17bP-4N4e9z
• StructureNet (LSTM; medeot18ismir) https://www.dropbox.com/sh/yxkxlnzi913ba50/AAA_mDbhdmaGJC9qj0zSlqCea?dl=0
• MusicVAE (LSTM+VAE; roberts18icml): https://magenta.tensorflow.org/music-vae
• MidiNet (CNN+GAN; yang17ismir): https://richardyang40148.github.io/TheBlog/midinet_arxiv_demo.html
• C-RNN-GAN (LSTM+GAN; mogren16cml): http://mogren.one/publications/2016/c-rnn-gan/
• folkRNN (LSTM): https://folkrnn.org/

###compose single-track polyphonic music

• PopRNN (RNN; yeh19ismir-lbd): https://soundcloud.com/yating_ai/sets/ismir-2019-submission/
• VGMIDI (LSTM; ferreira19ismir): N/A
• Modularized VAE (GRU+VAE; wang19icassp): https://github.com/MiuLab/MVAE_Music
• BachProp (GRU; colombo18arxiv): https://sites.google.com/view/bachprop

###compose multitrack music

• measure-by-measure (RNN): https://sites.google.com/view/pjgbjzom
• JazzRNN (RNN; yeh19ismir-lbd): https://soundcloud.com/yating_ai/sets/ismir-2019-submission/
• MIDI-Sandwich2 (RNN+VAE; liang19arxiv): https://github.com/LiangHsia/MIDI-S2
• LakhNES (Transformer; donahue19ismir): https://chrisdonahue.com/LakhNES/
• MuseNet (Transformer): https://openai.com/blog/musenet/
• MIDI-VAE (GRU+VAE; brunner18ismir): https://www.youtube.com/channel/UCCkFzSvCae8ySmKCCWM5Mpg
• Multitrack MusicVAE (LSTM+VAE; simon18ismir): https://magenta.tensorflow.org/multitrack
• MuseGAN (CNN+GAN; dong18aaai): https://salu133445.github.io/musegan/

###given chord, compose melody

• JazzGAN (GAN; trieu18mume): https://www.cs.hmc.edu/~keller/jazz/improvisor/
• XiaoIce Band (GRU; zhu18kdd): http://tv.cctv.com/2017/11/24/VIDEo7JWp0u0oWRmPbM4uCBt171124.shtml

###given lyrics, compose melody

• Conditional LSTM-GAN (LSTM+GAN; yu19arxiv): https://github.com/yy1lab/Lyrics-Conditioned-Neural-Melody-Generation
• iComposer (LSTM; lee19acl): https://www.youtube.com/watch?v=Gstzqls2f4A
• SongWriter (GRU; bao18arxiv): N/A

###compose drum loops

• Wei's model (VAE+GAN; wei19ismir): https://github.com/Sma1033/drum_generation_with_ssm
• DrumNet (GAE; lattner19waspaa): https://sites.google.com/view/drum-generation
• Generating structured drum pattern using variational autoencoder and self-similarity matrix (wei19ismir): N/A
• DrumVAE (GRU+VAE; thio19milc): http://vibertthio.com/drum-vae-client

###compose melody+chords (two tracks)

• LeadsheetGAN (CRNN+GAN; liu18icmla): https://liuhaumin.github.io/LeadsheetArrangement/results
• LeadsheetVAE (RNN+VAE; liu18ismir-lbd): https://liuhaumin.github.io/LeadsheetArrangement/results

###given melody, compose arrangement

• LeadsheetGAN: see above
• LeadsheetVAE: see above
• XiaoIce Band (the "multi-instrument co-arrangement model"): N/A

###given prime melody, compose melody+chords

• local_conv_music_generation (CNN; ouyang18arxiv): https://somedaywilldo.github.io/local_conv_music_generation/

###given prime melody, compose melody+chords+bass

• BandNet (RNN; zhou18arxiv): https://soundcloud.com/yichao-zhou-555747812/sets/bandnet-sound-samples-1

###given piano score, compose an orchestration

• LOP (RBM; crestel17smc): https://qsdfo.github.io/LOP/results.html

###symbolic-domain genre style transfer

• Pop2Jazz (RNN; yeh19ismir-lbd): https://soundcloud.com/yating_ai/sets/ismir-2019-submission/
• supervised (RNN; cífka19ismir): https://github.com/cifkao/ismir2019-music-style-translation
• CycleGAN2 (CNN+GAN; brunner19mml): https://drive.google.com/drive/folders/1Jr_p6pnKvhA2YW9sp-ABChiFgV3gY1aT
• CycleGAN (CNN+GAN; brunner18ictai): https://github.com/sumuzhao/CycleGAN-Music-Style-Transfer
• FusionGAN (GAN; chen17icdm): http://people.cs.vt.edu/czq/publication/fusiongan/

###symbolic-domain arrangement style transfer

• UnetED (CNN+Unet; hung19ijcai): https://biboamy.github.io/disentangle_demo/result/index.html

###symbolic-domain rhythm style transfer

• deep-music-analogy (yang19ismir): https://github.com/cdyrhjohn/Deep-Music-Analogy-Demos

###given MIDI, generate human-like MIDI: Piano only

• GGNN (graph NN + hierarchical attention RNN; jeong19icml)
• VirtuosoNet (LSTM+hierarchical attention network; jeong18nipsw): https://www.youtube.com/playlist?list=PLkIVXCxCZ08rD1PXbrb0KNOSYVh5Pvg-c
• Wave2Midi2Wave (transformer+wavenet; hawthorne19iclr): https://magenta.tensorflow.org/maestro-wave2midi2wave
• PerformanceRNN (RNN): https://magenta.tensorflow.org/performance-rnn

###given MIDI, generate human-like MIDI: Drum only

• GrooVAE (seq2seq+VAE; gillick19icml): https://magenta.tensorflow.org/groovae

###given score, generate musical audio (performance): Not limited to Piano

• PerformanceNet (CNN+GAN; wang19aaai): https://github.com/bwang514/PerformanceNet
• Conditioned Wavenet (Wavenet; manzelli18ismir): http://people.bu.edu/bkulis/projects/music/index.html

###audio synthesis

• DDSP (; lamtharn20iclr): https://storage.googleapis.com/ddsp/index.html
• MelNet (auto-regressive; vasquez19arxiv): https://audio-samples.github.io/
• AdVoc (; neekhara19arxiv): http://chrisdonahue.com/advoc_examples/
• GANSynth (CNN+GAN; engel19iclr): https://magenta.tensorflow.org/gansynth
• SynthNet (schimbinschi19ijcai): https://www.dropbox.com/sh/hkp3o5xjyexp2x0/AADvrfXTbHBXs9W7GN6Yeorua?dl=0
• TiFGAN (CNN+GAN; marafioti19arxiv): https://tifgan.github.io/
• SING (defossez18nips): https://research.fb.com/wp-content/themes/fb-research/research/sing-paper/
• WaveGAN (CNN+GAN; donahue19iclr): https://github.com/chrisdonahue/wavegan
• NSynth (WaveNet; engel17arxiv): https://magenta.tensorflow.org/nsynth

###audio-domain music generation

• dadabots (sampleRNN; carr18mume): http://dadabots.com/music.php

###audio-domain singing synthesis

• mellotron: https://nv-adlr.github.io/Mellotron
• lee's model (lee19arxiv): http://ksinging.mystrikingly.com/
• http://home.ustc.edu.cn/~yiyh/interspeech2019/

###audio-domain singing style transfer

• SINGAN (GAN; sisman19apsipa): N/A
• [MSVC-GAN] (GAN): https://hujinsen.github.io/
• https://mtg.github.io/singing-synthesis-demos/voice-cloning/
• https://enk100.github.io/Unsupervised_Singing_Voice_Conversion/
• Yong&Nam (DSP; yong18icassp): https://seyong92.github.io/singing-expression-transfer/
• cybegan (CNN+GAN; wu18faim): http://mirlab.org/users/haley.wu/cybegan/

###audio-domain singing correction

• deep-autotuner (CGRU; wagner19icassp): http://homes.sice.indiana.edu/scwager/deepautotuner.html

###audio-domain style transfer (general)

• MelGAN-VC (GAN; pasini19arxiv): https://www.youtube.com/watch?v=3BN577LK62Y&feature=youtu.be
• RaGAN (GAN; lu19aaai): https://github.com/ChienYuLu/Play-As-You-Like-Timbre-Enhanced-Multi-modal-Music-Style-Transfer
• TimbreTron (GAN; huang19iclr): https://www.cs.toronto.edu/~huang/TimbreTron/samples_page.html
• string2woodwind (DSP; wagner17icassp): http://homes.sice.indiana.edu/scwager/css.html