Audio Noise Reduction ML Frameworks

Deep learning and signal processing methods for removing background noise, interference, and artifacts from audio signals. Does NOT include speech recognition, speech separation, source separation, or general audio enhancement beyond noise removal.

There are 93 audio noise reduction frameworks tracked. 7 score above 50 (established tier). The highest-rated is iver56/audiomentations at 69/100 with 2,239 stars and 562,579 monthly downloads.

Get all 93 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	iver56/audiomentations A Python library for audio data augmentation. Useful for making audio ML...	69	Established	2,239	Python
2	ductho-le/WaveDL A Scalable Deep Learning Framework for Wave-Based Inverse Problems	58	Established	43	Python
3	marl/openl3 OpenL3: Open-source deep audio and image embeddings	57	Established	581	Jupyter Notebook
4	Rikorose/DeepFilterNet Noise supression using deep filtering	56	Established	3,956	Python
5	audeering/audformat Format to store media files and annotations	54	Established	12	Python
6	Spijkervet/torchaudio-augmentations Audio transformations library for PyTorch	52	Established	236	Python
7	torchsynth/torchsynth A GPU-optional modular synthesizer in pytorch, 16200x faster than realtime,...	52	Established	368	Python
8	archinetai/audio-data-pytorch A collection of useful audio datasets and transforms for PyTorch.	46	Emerging	144	Python
9	hubertsiuzdak/snac Multi-Scale Neural Audio Codec (SNAC) compresses audio into discrete codes...	45	Emerging	752	Python
10	archinetai/audio-encoders-pytorch A collection of audio autoencoders, in PyTorch.	45	Emerging	44	Python
11	mravanelli/SincNet SincNet is a neural architecture for efficiently processing raw audio samples.	44	Emerging	1,235	Python
12	breizhn/DTLN Tensorflow 2.x implementation of the DTLN real time speech denoising model....	44	Emerging	698	Python
13	seanwood/gcc-nmf Real-time GCC-NMF Blind Speech Separation and Enhancement	44	Emerging	329	Python
14	santi-pdp/segan Speech Enhancement Generative Adversarial Network in TensorFlow	44	Emerging	859	Python
15	crlandsc/torch-l1-snr Variations of L1 SNR Loss function for training audio source separation...	43	Emerging	43	Python
16	cvondrick/soundnet SoundNet: Learning Sound Representations from Unlabeled Video. NIPS 2016	43	Emerging	464	Lua
17	tomlepaine/fast-wavenet Speedy Wavenet generation using dynamic programming :zap:	43	Emerging	1,773	Python
18	vbelz/Speech-enhancement Deep learning for audio denoising	43	Emerging	753	Python
19	magcil/deepaudio-x A python library to train Deep Neural Networks on various audio tasks using...	42	Emerging	10	Python
20	ForeverBlue816/PhysioWave [NeurIPS 2025] PhysioWave: A Multi-Scale Wavelet-Transformer for...	42	Emerging	181	Python
21	audeering/auglib Data augmentation for audio	41	Emerging	13	Python
22	Labbeti/aac-datasets Audio Captioning datasets for PyTorch.	41	Emerging	127	Python
23	jose-solorzano/audio-denoiser Uses machine learning to denoise audio containing speech	39	Emerging	50	Python
24	anton-jeran/FAST-RIR This is the official implementation of our neural-network-based fast diffuse...	39	Emerging	178	Python
25	archinetai/archisound A collection of pre-trained audio models, in PyTorch.	39	Emerging	116	Python
26	AppleHolic/source_separation Deep learning based speech source separation using Pytorch	38	Emerging	319	Jupyter Notebook
27	anira-project/anira an architecture for neural network inference in real-time audio applications	38	Emerging	209	C++
28	nicklashansen/voice-activity-detection Voice Activity Detection (VAD) using deep learning.	38	Emerging	204	Jupyter Notebook
29	chabandou/poise-voice-isolator An app that uses ML/DL models for system-wide speech isolation.	37	Emerging	3	Python
30	cwx-worst-one/EAT [IJCAI 2024] EAT: Self-Supervised Pre-Training with Efficient Audio Transformer	36	Emerging	221	Python
31	balavenkatesh3322/audio-pretrained-model A collection of Audio and Speech pre-trained models.	35	Emerging	193	—
32	omeryusufyagci/fast-music-remover A C++ based, lightweight music and noise remover for YouTube and other...	35	Emerging	705	C++
33	seorim0/DNN-based-Speech-Enhancement-in-the-frequency-domain DNN-based SE in the frequency domain using Pytorch. You can test some...	35	Emerging	58	Python
34	claritychallenge/clarity_CC Support for Clarity Enhancement and Prediction Challenges (obsolete - see README)	34	Emerging	48	Python
35	YuriWayne42/hrtf_sht_personalization the code for 'Global HRTF Personalization Using Anthropometric Measures'(AES...	33	Emerging	34	MATLAB
36	haoheliu/torchsubband Pytorch implementation of subband decomposition	33	Emerging	92	HTML
37	YuanGongND/psla Code for the TASLP paper "PSLA: Improving Audio Tagging With Pretraining,...	32	Emerging	149	Python
38	naplab/AAD-MovingSpeakers End-to-end system that leverages brain signals to control a binaural speech...	31	Emerging	5	MATLAB
39	am1tyadav/teal Library of TensorFlow layers for audio data processing and data augmentation	31	Emerging	20	Python
40	LadislavVasina1/AudioAugmentor_public This library is designed to augment audio data for machine learning...	31	Emerging	5	Jupyter Notebook
41	miccio-dk/itsadive_hybrid_structural_model A structural model for HRTF individualization combining measured,...	30	Emerging	22	Python
42	msalhab96/SNR-Estimation-Using-Deep-Learning An implementation for Frame-level Speech Signal-to-Noise Ratio Estimation ...	30	Emerging	43	Jupyter Notebook
43	Torsion-Audio/nn-inference-template Neural network inference template for real-time cricital audio environments...	29	Experimental	130	C++
44	rpatrik96/pytorch-lightning-wavenet An implementation of WaveNet using PyTorch & PyTorch Lightning	29	Experimental	13	Python
45	seorim0/NUNet-TLS Nested U-Net with two-level skip connections for speech enhancement	27	Experimental	36	Python
46	satvik-venkatesh/Wave-U-net-TF2 This repository implements the Wave-U-net architecture in TensorFlow 2	26	Experimental	25	Jupyter Notebook
47	ooshyun/ClarityChallenge2023 Speech Enhancement for Hearing Aid	26	Experimental	8	Jupyter Notebook
48	julian-parker/DAFX22_FNO Code associated with the paper "Physical Modeling using Recurrent Neural...	26	Experimental	21	Jupyter Notebook
49	adrianSRoman/DeepWaveTorch DeepWave: A Recurrent Neural-Network for Real-Time Acoustic Imaging (PyTorch...	26	Experimental	23	Python
50	sk3llo/flutter_nnnoiseless Recurrent neural network for audio noise reduction.	26	Experimental	2	Dart
51	towardsDLCV/Up-Cycle-SENet [Neurocomputing 2025] Unpaired Phase-aware Speech Enhancement Using Deep...	26	Experimental	3	Python
52	Fewy45/upscalemp3_v2 🎧 Enhance MP3 audio quality by removing compression artifacts with a...	25	Experimental	3	Jupyter Notebook
53	seorim0/SE-using-SRL-Model Causal Speech Enhancement Based on a Two-Branch Nested U-Net Architecture...	25	Experimental	19	Python
54	fertlopus/AdaptiveANC Adaptive Noise Cancellation System Application For Automobiles	25	Experimental	5	Jupyter Notebook
55	ahmetcanaydemir/sekte Reducing the Noise in the Audio Signal by Deep Learning Methods	25	Experimental	15	Jupyter Notebook
56	MidhunNirmal/LC3-Enhancement-using-GAN audio enhancement using a Generative Adversarial Network (GAN) for LC3 audio codec	25	Experimental	3	Python
57	adrianbarahona/noisebandnet Code for the "NoiseBandNet: Controllable Time-Varying Neural Synthesis of...	24	Experimental	39	Python
58	rossGardiner/AudiClean AudiClean is an event driven audio processing libary which implements...	24	Experimental	3	C++
59	DBraun/DAC-JAX JAX Implementations of Descript Audio Codec and EnCodec	24	Experimental	34	Python
60	ga642381/AudioCodec-Hub AudioCodec-Hub is a Python library for encoding and decoding audio data,...	23	Experimental	25	Python
61	madakkuni/call-recording-cleaner-api AI-powered Azure Function API that removes IVR, silence, music, and...	23	Experimental	1	Python
62	haydenshively/SoundStream Implementation of SoundStream, an end-to-end neural audio codec	22	Experimental	32	Python
63	Kei1999/adaptive-white-noise 🌊 Enhance focus and privacy with Adaptive White Noise, a smart sound masking...	22	Experimental	—	HTML
64	dan-k-k/vocal-gate Real-time AI Noise Gate VST3/AU plugin. Removes coughs, sneezes, and other...	22	Experimental	—	C++
65	matthewmcq/upscalemp3_v2 Mp3 to wav super resolution model for audio restoration & enhancement. U-Net...	21	Experimental	17	Jupyter Notebook
66	tpt-adasp/rt-machine-cpp A C++ framework to build real-time audio ML research prototypes	20	Experimental	11	C++
67	bootphon/learnable-strf Learnable STRF, from Riad et al. 2021 JASA	20	Experimental	13	Python
68	santoshd97/Speech_Denoising_with_CNN Removing noise from speech using 1-D & 2-D Convolutional Neural Network (CNN)	19	Experimental	6	Jupyter Notebook
69	Lallapallooza/fast-audiomentations ⚡ Blazing fast audio augmentation in Python, powered by GPU for...	19	Experimental	35	Python
70	A-SHOJAEI/cross-lingual-phoneme-aware-speech-enhancement-with-adaptive-masking Multi-stage speech enhancement system that leverages cross-lingual phoneme...	19	Experimental	—	Python
71	goepfert/noise_reduction Audio De-Noiser using a Convolutional Neural Network Architecture built with...	18	Experimental	21	JavaScript
72	Nikait/FastWave FastWave is a lightweight diffusion model for general audio super-resolution...	17	Experimental	4	Python
73	ClementineBerger/DPNMM ICASSP 2025 paper Perceptual Noise-Masking with Music through Deep Spectral...	17	Experimental	6	Python
74	GrahamPellegrini/Machine-Learning-Noise-Cancellation Bachelor Final Year Project exploring real-time speech denoising using...	17	Experimental	2	TeX
75	nesl/auritus Auritus: An Open-Source Optimization Toolkit for Training and Development of...	15	Experimental	22	C++
76	supergeniodelmale/DeepFilterNet_WebUI A simple web UI built in Gradio for audio noise reduction through DeepFilterNet	15	Experimental	6	Python
77	ianrowan/DeepWave A Deep Learning Approach leveraging Transformer style Architectures for...	15	Experimental	22	Python
78	YasinRezvani/Audio_Denoising_Using_FFT_and_CNN Combines FFT-based filtering with a custom CNN model to denoise audio...	14	Experimental	10	Jupyter Notebook
79	minguinho26/Prefix_AAC_ICASSP2023 Official Implementation of "Prefix tuning for Automated Audio...	14	Experimental	31	Jupyter Notebook
80	Devanik21/Denoising-audio-with-HPF Audio denoising pipeline using Butterworth/Chebyshev HPF (SOS), Wiener...	14	Experimental	—	Python
81	gdalsanto/similarity-metrics-for-rirs Similarity Metrics for Late Reverberation and code for data processing	14	Experimental	10	MATLAB
82	matthewmcq/cleanfm Implementation of the Dirichlet Kernel Deconvolution algorithm for precise...	14	Experimental	4	C
83	pratapkygo/noiseCancellationCarnaticMusic Various melodic noise filtering techniques viz. Adaptive Noise Cancellation,...	14	Experimental	9	Jupyter Notebook
84	carlosholivan/audiolm-google-torch Implementation of the AudioLM model by Google in Pytorch	13	Experimental	8	—
85	dbry/skipper Detection and selective purging of talk or music in audio streams	13	Experimental	5	C
86	kyegomez/AST Implementation of AST from the paper: "AST: Audio Spectrogram Transformer'...	13	Experimental	5	Python
87	anira-project/anira-rt-principle-check Evaluation of real-time violations of different inference engines and...	12	Experimental	4	Jupyter Notebook
88	ybourdin/sptmod A deep learning model for dynamic range compression modeling. Accompanying...	12	Experimental	9	Python
89	BenjaminDanker/Audio-Cleaner-Web AI-powered video audio noise reduction in the cloud using DeepFilterNet3 and...	11	Experimental	—	JavaScript
90	olilarkin/iPlug2OnnxRuntime ML Audio plug-in example using iPlug2 & ONNX Runtime	11	Experimental	36	Python
91	MetaSensing-AI/SPL-2024-Incremental-Learning IEEE SPL - Learning Noise Adapters for Incremental Speech Enhancement	11	Experimental	—	—
92	lottev1991/opencpop-cjke-multidict Quadrilingual, multi-dictionary Diffsinger model trained on the Opencpop dataset.	10	Experimental	1	—
93	believemanasseh/audio-purifier-extension A chrome extension for noise suppression	10	Experimental	1	JavaScript