conda create --name musicseg_deepemb python=3.7
conda activate musicseg_deepembInstall non-python dependencies:
- ffmpeg
- sox (with support for mp3)
- libsndfile
On Debian/Ubuntu the command would be:
apt-get update --fix-missing && apt-get install libsndfile1 ffmpeg libsox-fmt-all sox -ycd musicsections
pip install -e .pip install numpy==1.21.5import musicsections
deepsim_model_folder = "/path/to/deepsim/model/folder"
fewshot_model_folder = "/path/to/fewshot/model/folder"
model_deepsim = musicsections.load_deepsim_model(deepsim_model_folder)
model_fewshot = musicsections.load_fewshot_model(fewshot_model_folder)
audiofile = "/path/to/audiofile.mp3"
segmentations, features = musicsections.segment_file(
audiofile,
deepsim_model=model_deepsim,
fewshot_model=model_fewshot,
min_duration=8,
mu=0.5,
gamma=0.5,
beats_alg="madmom",
beats_file=None)
musicsections.plot_segmentation(segmentations)@inproceedings{Salamon:Segmentation:ISMIR:2021,
Author = {J. Salamon and O. Nieto and N.J. Bryan},
Booktitle = {Proc.~22nd International Conference on Music Information Retrieval (ISMIR)},
Month = {Nov.},
Title = {Deep Embeddings and Section Fusion Improve Music Segmentation},
Year = {2021}}
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