Audio Source Separation ML Frameworks

Tools and models for isolating individual instruments, vocals, or sound sources from mixed audio signals. Does NOT include speech recognition, speech enhancement without source separation, or general audio processing.

There are 54 audio source separation frameworks tracked. 3 score above 50 (established tier). The highest-rated is pytorch/audio at 67/100 with 2,838 stars. 1 of the top 10 are actively maintained.

Get all 54 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=audio-source-separation&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	pytorch/audio Data manipulation and transformation for audio signal processing, powered by PyTorch	67	Established	2,838	Python
2	deezer/spleeter Deezer source separation library including pretrained models.	66	Established	28,095	Python
3	asteroid-team/asteroid The PyTorch-based audio source separation toolkit for researchers	64	Established	2,547	Python
4	drscotthawley/aeiou (ML) audio engineering i/o utils	49	Emerging	54	Jupyter Notebook
5	audeering/opensmile The Munich Open-Source Large-Scale Multimedia Feature Extractor	49	Emerging	787	C++
6	mindspore-lab/mindaudio A toolbox of audio models and algorithms based on MindSpore	48	Emerging	46	Jupyter Notebook
7	markovka17/dla Deep learning for audio processing	47	Emerging	737	Jupyter Notebook
8	audeering/opensmile-python Python package for openSMILE	47	Emerging	307	BitBake
9	lars76/swift-f0 Fast and accurate fundamental frequency (F0) detector using convolutional...	45	Emerging	141	Python
10	f90/Wave-U-Net Implementation of the Wave-U-Net for audio source separation	44	Emerging	931	Python
11	posenhuang/deeplearningsourceseparation Deep Recurrent Neural Networks for Source Separation	44	Emerging	371	MATLAB
12	MTG/DeepConvSep Deep Convolutional Neural Networks for Musical Source Separation	43	Emerging	483	Python
13	mikeoliphant/neural-amp-modeler-lv2 Neural Amp Modeler LV2 plugin	43	Emerging	410	C++
14	mikeoliphant/NeuralAudio High performance C++ library for neural amp modeler (NAM) and other audio...	42	Emerging	102	C++
15	xserrat/docker-facebook-demucs Dockerized Facebook Demucs library to make it easy its execution	41	Emerging	187	Makefile
16	JusperLee/Dual-Path-RNN-Pytorch Dual-path RNN: efficient long sequence modeling for time-domain...	39	Emerging	464	Python
17	DamRsn/NeuralNote Audio Plugin for Audio to MIDI transcription using deep learning.	37	Emerging	2,474	C++
18	sk413025/nmf-sound-localizer A modular toolkit for NMF-based sound source localization	36	Emerging	2	Python
19	etzinis/sudo_rm_rf Code for SuDoRm-Rf networks for efficient audio source separation. SuDoRm-Rf...	35	Emerging	335	Jupyter Notebook
20	BingYang-20/SRP-DNN A python implementation of “SRP-DNN: Learning Direct-Path Phase Difference...	35	Emerging	60	Python
21	demixr/demixr-app Mobile application for music source separation	35	Emerging	63	Dart
22	gemengtju/Tutorial_Separation This repo summarizes the tutorials, datasets, papers, codes and tools for...	35	Emerging	474	MATLAB
23	AidaDSP/aidadsp-lv2 Aida DSP's audio plugins in lv2 format	33	Emerging	37	C++
24	spatialaudio/data-driven-audio-signal-processing-lecture Supplementary materials to the lecture data driven audio signal processing	33	Emerging	31	Jupyter Notebook
25	Captain-FLAM/KaraFan The BEST music separation model with help of A.I. ... to my ears ! 👂👂	32	Emerging	147	Python
26	francescopapaleo/neural-audio-spring-reverb Modelling Spring Reverb with Neural Audio Effects	32	Emerging	62	Python
27	jaron/deep-listening Deep Learning experiments for audio classification	32	Emerging	148	Jupyter Notebook
28	junyuchen-cjy/DTTNet-Pytorch An official implementation of the ICASSP 2024 paper: Dual-Path TFC-TDF UNet...	32	Emerging	103	Python
29	danielfrg/demucs-app Use DEMUCS to split songs into multiple sources	31	Emerging	20	JavaScript
30	james34602/SpleeterRT Real time monaural source separation base on fully convolutional neural...	31	Emerging	171	C
31	keunwoochoi/dl4mir Deep learning for MIR	29	Experimental	243	Jupyter Notebook
32	emirhanai/Audio-Signal-Processing-Artificial-Intelligence-Project Audio Signal Processing Artificial Intelligence Project	29	Experimental	22	Jupyter Notebook
33	gretatuckute/auditory_brain_dnn Comparison of auditory DNNs and human brain acitivity.	29	Experimental	18	Jupyter Notebook
34	GuitarsAI/TopicsInAudioAndMusicTech Topics in Audio Processing & Music Technology	26	Experimental	34	Jupyter Notebook
35	01tot10/neural-tape-modeling Neural Modeling of Magnetic Tape Recorders	26	Experimental	27	Python
36	mayurnewase/looking-to-listen-at-cocktail-party Looking to listen at cocktail party	25	Experimental	36	Jupyter Notebook
37	Yuan-ManX/SouPyX SouPyX: An Audio Exploration Space.🪐	25	Experimental	42	Python
38	JaeBinCHA7/DEMUCS-for-Speech-Enhancement We implemented the DEMUCS model for speech enhancement in the time-frequency...	25	Experimental	33	Python
39	abdozmantar/ComfyUI-DeepExtract DeepExtract is a powerful and efficient tool designed to separate vocals and...	24	Experimental	45	Python
40	KinWaiCheuk/demucs_lightning Demucs Lightning: A PyTorch lightning version of Demucs with Hydra and...	23	Experimental	84	Python
41	victor369basu/Audio-Track-Separation In this Repository, We developed an audio track separator in tensorflow that...	23	Experimental	25	Python
42	huchukato/stemify-audio-splitter 🎵 AI-powered audio separation tool - Split any audio file into vocals,...	23	Experimental	8	TypeScript
43	codehearted/commercialExtractor Tool to detect commercials within recorded audio.	22	Experimental	1	Jupyter Notebook
44	mohammadreza490/music-source-separation-using-Unets This repo explores the concept of blind source separation by training a...	22	Experimental	29	Python
45	jurihock/remucs Demucs wrapper for remixing audio files with additional customizations	22	Experimental	8	Python
46	cslr/libhypercube-public Freeware DLL binary repository of (audio synthesizer) parameter reduction...	20	Experimental	1	JavaScript
47	Soroushesfn/SSL-in-a-3D-Multi-Surface-Environment Official repository for the research paper "Sound Source Localization in a...	17	Experimental	2	Jupyter Notebook
48	chloelavrat/TorchCrepe Implementation of the crepe pitch extractor in PyTorch	17	Experimental	4	Jupyter Notebook
49	juliandeveloper05/Dumu-AI-Bass-Extraction 🎸 AI-powered bass extraction tool. Upload a track, isolate the bass line...	14	Experimental	—	JavaScript
50	p-hlp/distributed-source-separation Intelligent Sample Management and Processing	13	Experimental	5	TypeScript
51	abdozmantar/deepextract DeepExtract Vocal and Sound Separator	13	Experimental	5	Python
52	ogbabydiesal/RTLEARNER Real-time machine learning system for MaxMSP and Python	12	Experimental	3	Max
53	JonPark0/web_audio_splitter AI-powered audio source separation using Meta Demucs - Split songs into...	11	Experimental	—	JavaScript
54	01tot10/neural-parameter-sampling Sampling the User Controls in Neural Modeling of Audio Devices	11	Experimental	2	—