https://github.com/fgnt/pb_bss
Collection of EM algorithms for blind source separation of audio signals
Science Score: 34.0%
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○CITATION.cff file
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Organization fgnt has institutional domain (nt.uni-paderborn.de) -
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○Scientific vocabulary similarity
Low similarity (9.9%) to scientific vocabulary
Keywords
Repository
Collection of EM algorithms for blind source separation of audio signals
Basic Info
Statistics
- Stars: 294
- Watchers: 12
- Forks: 62
- Open Issues: 4
- Releases: 0
Topics
Metadata Files
README.md
Blind Source Separation (BSS) algorithms
This repository covers EM algorithms to separate speech sources in multi-channel recordings.
In particular, the repository contains methods to integrate Deep Clustering (a neural network-based source separation algorithm) with a probabilistic spatial mixture model as proposed in the Interspeech paper "Tight integration of spatial and spectral features for BSS with Deep Clustering embeddings" presented at Interspeech 2017 in Stockholm.
@InProceedings{Drude2017DeepClusteringIntegration,
Title = {Tight integration of spatial and spectral features for {BSS} with Deep Clustering embeddings},
Author = {Drude, Lukas and and Haeb-Umbach, Reinhold},
Booktitle = {INTERSPEECH 2017, Stockholm, Sweden},
Year = {2017},
Month = {Aug}
}
Installation
Install it directly from source
bash
git clone https://github.com/fgnt/pb_bss.git
cd pb_bss
pip install --editable .
We expect that numpy, scipy and cython are installed (e.g. conda install numpy scipy cython or pip install numpy scipy cython).
The default option is to install only the necessary dependencies.
When you want to run the tests or execute the notebooks, use the one of the following commands for the installation:
bash
pip install --editable .[all] # Without a whitespace between `.` and `[all]`
pip install git+https://github.com/fgnt/pb_bss.git#egg=pb_bss[all]
Owner
- Name: Department of Communications Engineering University of Paderborn
- Login: fgnt
- Kind: organization
- Location: Paderborn, Germany
- Website: http://nt.uni-paderborn.de
- Repositories: 37
- Profile: https://github.com/fgnt
GitHub Events
Total
- Watch event: 21
- Issue comment event: 2
- Push event: 4
- Pull request event: 2
- Fork event: 4
- Create event: 1
Last Year
- Watch event: 21
- Issue comment event: 2
- Push event: 4
- Pull request event: 2
- Fork event: 4
- Create event: 1
Dependencies
- Metric *
- cached_property *
- dataclasses *
- einops *
- matplotlib *
- mir_eval *
- pesq *
- pystoi *
- scikit-learn *
- srmrpy *
- sympy *
- actions/checkout v2 composite
- actions/setup-python v2 composite