https://github.com/Music-and-Culture-Technology-Lab/omnizart Skip to content Sign up * Why GitHub? + Features + Mobile + Actions + Codespaces + Packages + Security + Code review + Issues + Integrations + GitHub Sponsors + Customer stories * Team * Enterprise * Explore + Explore GitHub + Learn and contribute + Topics + Collections + Trending + Learning Lab + Open source guides + Connect with others + The ReadME Project + Events + Community forum + GitHub Education + GitHub Stars program * Marketplace * Pricing + Plans + Compare plans + Contact Sales + Education [ ] * # In this repository All GitHub | Jump to | * No suggested jump to results * # In this repository All GitHub | Jump to | * # In this organization All GitHub | Jump to | * # In this repository All GitHub | Jump to | Sign in Sign up {{ message }} Music-and-Culture-Technology-Lab / omnizart Public * Notifications * Fork 39 * Star 448 * Omniscient Mozart, being able to transcribe everything in the music, including vocal, drum, chord, beat, instruments, and more. music-and-culture-technology-lab.github.io/omnizart-doc/ MIT License 448 stars 39 forks Star Notifications * Code * Issues 6 * Pull requests 0 * Actions * Security * Insights More * Code * Issues * Pull requests * Actions * Security * Insights master Switch branches/tags [ ] Branches Tags Could not load branches Nothing to show {{ refName }} default View all branches Could not load tags Nothing to show {{ refName }} default View all tags 5 branches 16 tags Code Latest commit BreezeWhite Fix the wrong URL to the colab ... 02439f3 Dec 17, 2021 Fix the wrong URL to the colab 02439f3 Git stats * 569 commits Files Permalink Failed to load latest commit information. Type Name Latest commit message Commit time .config Merge from master and resolved conflicts Jan 3, 2021 .github/workflows Delete outdated file Sep 30, 2021 docs Fix the wrong URL to the colab Dec 17, 2021 figures Update documentation and add main visual image of omnizart Dec 4, 2020 omnizart Publish the Open JOSS reviewed version Dec 9, 2021 scripts Add Replicate web demo (#51) Dec 17, 2021 tests Fix bugs of unit tests after upgrading TF version Nov 15, 2021 .dockerignore Ignore figures folder Nov 16, 2020 .gitignore Add ignorance Oct 2, 2021 CHANGELOG.md Publish the Open JOSS reviewed version Dec 9, 2021 CONTRIBUTING.md Update explaination about installing dev packages Aug 22, 2021 Dockerfile Modify order of Docker command for better utilizing cache Nov 15, 2021 LICENSE Initial commit Aug 26, 2020 Makefile Modify order of Docker command for better utilizing cache Nov 15, 2021 README.md Add Replicate web demo (#51) Dec 17, 2021 cog.yaml Add Replicate web demo (#51) Dec 17, 2021 paper.bib case changes in bib Dec 9, 2021 paper.md minor changes in paper Dec 9, 2021 poetry.lock Update version of dendencies Nov 27, 2021 pyproject.toml Publish the Open JOSS reviewed version Dec 9, 2021 requirements.txt Update version of dendencies Nov 27, 2021 setup.py Publish the Open JOSS reviewed version Dec 9, 2021 View code [ ] OMNIZART Transcribe your favorite songs now in Colab or Quick start Pip Docker Supported applications Compatibility Issue Citation README.md OMNIZART build docs PyPI version PyPI - License Downloads Docker Pulls DOI DOI 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 Open In Colab or Replicate Quick start Visit the complete document for detailed guidance. Pip # Install omnizart pip install omnizart # Download the checkpoints omnizart download-checkpoints # Transcribe your songs omnizart drum transcribe omnizart chord transcribe omnizart music transcribe Docker docker pull mctlab/omnizart:latest docker run -it mctlab/omnizart:latest bash Supported applications Application Transcription Training Evaluation Description Transcribe musical music [?] [?] notes of pitched instruments. Transcribe events of drum [?] !?[?] percussive instruments. vocal [?] [?] Transcribe note-level vocal melody. Transcribe vocal-contour [?] [?] frame-level vocal melody (F0). chord [?] [?] Transcribe chord progressions. beat [?] [?] 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} } About Omniscient Mozart, being able to transcribe everything in the music, including vocal, drum, chord, beat, instruments, and more. music-and-culture-technology-lab.github.io/omnizart-doc/ Topics music-information-retrieval chord beat-tracking vocal drum-transcription music-transcription Resources Readme License MIT License Stars 448 stars Watchers 9 watching Forks 39 forks Releases 14 Release version 0.5.0 Latest Dec 9, 2021 + 13 releases Contributors 5 * @BreezeWhite * @yjlolo * @faroit * @danielskatz * @CJWBW Languages * Python 96.6% * TeX 1.8% * Shell 1.2% * Other 0.4% * (c) 2021 GitHub, Inc. * Terms * Privacy * Security * Status * Docs * Contact GitHub * Pricing * API * Training * Blog * About You can't perform that action at this time. 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