nussl
asteroid
| nussl | asteroid | |
|---|---|---|
| - | 2 | |
| 580 | 2,111 | |
| 0.2% | 1.7% | |
| 0.0 | 5.5 | |
| 8 months ago | 23 days ago | |
| Python | Python | |
| MIT License | MIT License |
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nussl
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Tracking mentions began in Dec 2020.
asteroid
- Speech separation
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[D] Is it possible to extract certain sounds from a mixture of sounds and noise
Here is a link to a tutorial about that will teach you everything you need to know about source separation, from data, to losses, to commonly used model architectures. That tutorial is built around the nussl source separation library, but some other nice ones exist as well, such as asteroid.
What are some alternatives?
Conv-TasNet - A PyTorch implementation of Conv-TasNet described in "TasNet: Surpassing Ideal Time-Frequency Masking for Speech Separation" with Permutation Invariant Training (PIT).
demucs - Code for the paper Hybrid Spectrogram and Waveform Source Separation, but the goddamm motherfucker doesn't work.
Wave-U-Net-for-Speech-Enhancement - Implement Wave-U-Net by PyTorch, and migrate it to the speech enhancement.
beets - music library manager and MusicBrainz tagger
Speech-Separation-Paper-Tutorial - A must-read paper for speech separation based on neural networks
mss-thesis - Pytorch implementation of MDensenet and sparse NMF. Made for my undergraduate thesis "Music Source Separation with Supervised Learning Methods".
mmf - A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
voicefilter - Unofficial PyTorch implementation of Google AI's VoiceFilter system
mayavoz - Pytorch based speech enhancement toolkit.
huggingface_hub - The official Python client for the Huggingface Hub.