OMNIZART

Omnizart is a Python library that aims for democratizing automatic music transcription. Given polyphonic music, it is able to transcribe pitched instruments, vocal melody, chords, drum events, and beat. This is powered by the research outcomes from Music and Culture Technology (MCT) Lab. The paper has been published to Journal of Open Source Software (JOSS).

Transcribe your favorite songs now in Colab or

Quick start

Visit the complete document for detailed guidance.

Pip

``` bash

Install omnizart

pip install omnizart

Download the checkpoints

omnizart download-checkpoints

Transcribe your songs

omnizart drum transcribe omnizart chord transcribe omnizart music transcribe ```

Docker

bash docker pull mctlab/omnizart:latest docker run -it mctlab/omnizart:latest bash

Conda (install from source)

``` bash git clone https://github.com/Music-and-Culture-Technology-Lab/omnizart cd omnizart

Create a new conda environment

conda env create -f environment.yml conda activate omnizart

Install omnizart

pip install . omnizart download-checkpoints ```

Supported applications

| Application | Transcription | Training | Evaluation | Description | |------------------|--------------------|--------------------|------------|--------------------------------------------------| | music | :heavycheckmark: | :heavycheckmark: | | Transcribe musical notes of pitched instruments. | | drum | :heavycheckmark: | :interrobang: | | Transcribe events of percussive instruments. | | vocal | :heavycheckmark: | :heavycheckmark: | | Transcribe note-level vocal melody. | | vocal-contour | :heavycheckmark: | :heavycheckmark: | | Transcribe frame-level vocal melody (F0). | | chord | :heavycheckmark: | :heavycheckmark: | | Transcribe chord progressions. | | beat | :heavycheckmark: | :heavycheckmark: | | Transcribe beat position. |

NOTES The current implementation for the drum model has unknown bugs, preventing loss convergence when training from scratch. Fortunately, you can still enjoy drum transcription with the provided checkpoints.

Compatibility Issue

Currently, Omnizart is incompatible for ARM-based MacOS system due to the underlying dependencies. More details can be found in the issue #38.

Citation

If you use this software in your work, please cite:

@article{Wu2021, doi = {10.21105/joss.03391}, url = {https://doi.org/10.21105/joss.03391}, year = {2021}, publisher = {The Open Journal}, volume = {6}, number = {68}, pages = {3391}, author = {Yu-Te Wu and Yin-Jyun Luo and Tsung-Ping Chen and I-Chieh Wei and Jui-Yang Hsu and Yi-Chin Chuang and Li Su}, title = {Omnizart: A General Toolbox for Automatic Music Transcription}, journal = {Journal of Open Source Software} }