ML Research Wiki / Benchmarks / Music Modeling / JSB Chorales

JSB Chorales

Music Modeling Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: NLL

Top Performing Models

Rank Model Paper NLL Date Code
1 TonicNet Improving Polyphonic Music Models with Feature-Rich Encoding 0.22 2019-11-26 📦 omarperacha/TonicNet 📦 AI-Guru/tonicnet
2 Music Transformer Music Transformer 0.34 2018-09-12 📦 Natooz/MidiTok 📦 jason9693/musictransformer-tensorflow2.0 📦 jason9693/musictransformer-pytorch
3 CoCoNet Counterpoint by Convolution 2.22 2019-03-18 📦 czhuang/coconet 📦 kevindonoghue/coconet-pytorch 📦 lukewys/coconet-pytorch 📦 prentrodgers/coconet-pytorch-csound
4 RNN-NADE Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription 5.56 2012-06-27 📦 jsleep/wav2mid
5 RNN-RBM Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription 6.27 2012-06-27 📦 jsleep/wav2mid
6 TCN An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling 8.10 2018-03-04 📦 timeseriesAI/tsai 📦 locuslab/TCN 📦 philipperemy/keras-tcn
7 TCN Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling 8.15 2019-11-14 📦 f90/Seq-U-Net
8 Seq-U-Net Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling 8.17 2019-11-14 📦 f90/Seq-U-Net
9 GRU Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling 8.54 2014-12-11 📦 pushpendughosh/Stock-market-forecasting 📦 proroklab/popgym 📦 michaelfarrell76/End-To-End-Generative-Dialogue

All Papers (9)

omarperacha/TonicNet AI-Guru/tonicnet

Music Transformer

2018
Music Transformer
Natooz/MidiTok jason9693/musictransformer-tensorflow2.0
czhuang/coconet kevindonoghue/coconet-pytorch
jsleep/wav2mid
jsleep/wav2mid
timeseriesAI/tsai locuslab/TCN
f90/Seq-U-Net
f90/Seq-U-Net
pushpendughosh/Stock-market-forecasting proroklab/popgym