README.md

metadata

title: Count The Notes
emoji: 👁
colorFrom: pink
colorTo: gray
sdk: gradio
sdk_version: 6.0.2
app_file: app.py
pinned: false
license: cc-by-4.0

CountEM - Automatic Music Transcription

Upload a piano/music recording and transcribe it to MIDI using the CountEM framework.

About

This is a Gradio demo for CountEM, a histogram-based supervision approach for Automatic Music Transcription (AMT) presented at ISMIR 2025.

Paper: Count the Notes: Histogram-Based Supervision for Automatic Music Transcription

Models

• countem-musicnet - Trained on MusicNet dataset (recommended)
• countem-synth - Trained on synthetic data

Links

• GitHub Repository
• Project Page
• ArXiv Paper

Citation

If you use this work, please cite:

@misc{yaffe2025countnoteshistogrambasedsupervision,
      title={Count The Notes: Histogram-Based Supervision for Automatic Music Transcription}, 
      author={Jonathan Yaffe and Ben Maman and Meinard Müller and Amit H. Bermano},
      year={2025},
      eprint={2511.14250},
      archivePrefix={arXiv},
      primaryClass={cs.SD},
      url={https://arxiv.org/abs/2511.14250}, 
}

License

CC-BY-4.0