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 89 audio noise reduction frameworks tracked. 16 score above 50 (established tier). The highest-rated is iver56/audiomentations at 66/100 with 2,239 stars.

Get all 89 projects as JSON

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

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#	Framework	Score	Tier	Stars	Language
1	iver56/audiomentations A Python library for audio data augmentation. Useful for making audio ML...	66	Established	2,239	Python
2	Rikorose/DeepFilterNet Noise supression using deep filtering	56	Established	3,956	Python
3	torchsynth/torchsynth A GPU-optional modular synthesizer in pytorch, 16200x faster than realtime,...	55	Established	368	Python
4	marl/openl3 OpenL3: Open-source deep audio and image embeddings	54	Established	581	Jupyter Notebook
5	archinetai/audio-data-pytorch A collection of useful audio datasets and transforms for PyTorch.	53	Established	144	Python
6	ductho-le/WaveDL A Scalable Deep Learning Framework for Wave-Based Inverse Problems	53	Established	43	Python
7	hubertsiuzdak/snac Multi-Scale Neural Audio Codec (SNAC) compresses audio into discrete codes...	52	Established	752	Python
8	santi-pdp/segan Speech Enhancement Generative Adversarial Network in TensorFlow	51	Established	859	Python
9	mravanelli/SincNet SincNet is a neural architecture for efficiently processing raw audio samples.	51	Established	1,235	Python
10	Spijkervet/torchaudio-augmentations Audio transformations library for PyTorch	51	Established	236	Python
11	seanwood/gcc-nmf Real-time GCC-NMF Blind Speech Separation and Enhancement	51	Established	329	Python
12	audeering/audformat Format to store media files and annotations	51	Established	12	Python
13	breizhn/DTLN Tensorflow 2.x implementation of the DTLN real time speech denoising model....	51	Established	698	Python
14	vbelz/Speech-enhancement Deep learning for audio denoising	50	Established	753	Python
15	tomlepaine/fast-wavenet Speedy Wavenet generation using dynamic programming :zap:	50	Established	1,773	Python
16	cvondrick/soundnet SoundNet: Learning Sound Representations from Unlabeled Video. NIPS 2016	50	Established	464	Lua
17	Labbeti/aac-datasets Audio Captioning datasets for PyTorch.	48	Emerging	127	Python
18	ForeverBlue816/PhysioWave [NeurIPS 2025] PhysioWave: A Multi-Scale Wavelet-Transformer for...	48	Emerging	181	Python
19	archinetai/audio-encoders-pytorch A collection of audio autoencoders, in PyTorch.	47	Emerging	44	Python
20	anton-jeran/FAST-RIR This is the official implementation of our neural-network-based fast diffuse...	46	Emerging	178	Python
21	anira-project/anira an architecture for neural network inference in real-time audio applications	45	Emerging	209	C++
22	nicklashansen/voice-activity-detection Voice Activity Detection (VAD) using deep learning.	45	Emerging	204	Jupyter Notebook
23	AppleHolic/source_separation Deep learning based speech source separation using Pytorch	45	Emerging	319	Jupyter Notebook
24	cwx-worst-one/EAT [IJCAI 2024] EAT: Self-Supervised Pre-Training with Efficient Audio Transformer	43	Emerging	221	Python
25	crlandsc/torch-l1-snr Variations of L1 SNR Loss function for training audio source separation...	42	Emerging	43	Python
26	omeryusufyagci/fast-music-remover A C++ based, lightweight music and noise remover for YouTube and other...	42	Emerging	705	C++
27	balavenkatesh3322/audio-pretrained-model A collection of Audio and Speech pre-trained models.	42	Emerging	193	—
28	seorim0/DNN-based-Speech-Enhancement-in-the-frequency-domain DNN-based SE in the frequency domain using Pytorch. You can test some...	42	Emerging	58	Python
29	archinetai/archisound A collection of pre-trained audio models, in PyTorch.	42	Emerging	116	Python
30	chabandou/poise-voice-isolator An app that uses ML/DL models for system-wide speech isolation.	41	Emerging	3	Python
31	audeering/auglib Data augmentation for audio	41	Emerging	13	Python
32	claritychallenge/clarity_CC Support for Clarity Enhancement and Prediction Challenges (obsolete - see README)	41	Emerging	48	Python
33	haoheliu/torchsubband Pytorch implementation of subband decomposition	40	Emerging	92	HTML
34	jose-solorzano/audio-denoiser Uses machine learning to denoise audio containing speech	40	Emerging	50	Python
35	YuriWayne42/hrtf_sht_personalization the code for 'Global HRTF Personalization Using Anthropometric Measures'(AES...	40	Emerging	34	MATLAB
36	YuanGongND/psla Code for the TASLP paper "PSLA: Improving Audio Tagging With Pretraining,...	39	Emerging	149	Python
37	magcil/deepaudio-x A python library to train Deep Neural Networks on various audio tasks using...	39	Emerging	10	Python
38	LadislavVasina1/AudioAugmentor_public This library is designed to augment audio data for machine learning...	38	Emerging	5	Jupyter Notebook
39	am1tyadav/teal Library of TensorFlow layers for audio data processing and data augmentation	38	Emerging	20	Python
40	miccio-dk/itsadive_hybrid_structural_model A structural model for HRTF individualization combining measured,...	37	Emerging	22	Python
41	msalhab96/SNR-Estimation-Using-Deep-Learning An implementation for Frame-level Speech Signal-to-Noise Ratio Estimation ...	37	Emerging	43	Jupyter Notebook
42	Torsion-Audio/nn-inference-template Neural network inference template for real-time cricital audio environments...	36	Emerging	130	C++
43	rpatrik96/pytorch-lightning-wavenet An implementation of WaveNet using PyTorch & PyTorch Lightning	36	Emerging	13	Python
44	seorim0/NUNet-TLS Nested U-Net with two-level skip connections for speech enhancement	34	Emerging	36	Python
45	ooshyun/ClarityChallenge2023 Speech Enhancement for Hearing Aid	33	Emerging	8	Jupyter Notebook
46	julian-parker/DAFX22_FNO Code associated with the paper "Physical Modeling using Recurrent Neural...	33	Emerging	21	Jupyter Notebook
47	satvik-venkatesh/Wave-U-net-TF2 This repository implements the Wave-U-net architecture in TensorFlow 2	33	Emerging	25	Jupyter Notebook
48	adrianSRoman/DeepWaveTorch DeepWave: A Recurrent Neural-Network for Real-Time Acoustic Imaging (PyTorch...	33	Emerging	23	Python
49	sk3llo/flutter_nnnoiseless Recurrent neural network for audio noise reduction.	32	Emerging	2	Dart
50	seorim0/SE-using-SRL-Model Causal Speech Enhancement Based on a Two-Branch Nested U-Net Architecture...	32	Emerging	19	Python
51	fertlopus/AdaptiveANC Adaptive Noise Cancellation System Application For Automobiles	32	Emerging	5	Jupyter Notebook
52	ahmetcanaydemir/sekte Reducing the Noise in the Audio Signal by Deep Learning Methods	32	Emerging	15	Jupyter Notebook
53	towardsDLCV/Up-Cycle-SENet [Neurocomputing 2025] Unpaired Phase-aware Speech Enhancement Using Deep...	32	Emerging	3	Python
54	DBraun/DAC-JAX JAX Implementations of Descript Audio Codec and EnCodec	31	Emerging	34	Python
55	rossGardiner/AudiClean AudiClean is an event driven audio processing libary which implements...	31	Emerging	3	C++
56	adrianbarahona/noisebandnet Code for the "NoiseBandNet: Controllable Time-Varying Neural Synthesis of...	31	Emerging	39	Python
57	ga642381/AudioCodec-Hub AudioCodec-Hub is a Python library for encoding and decoding audio data,...	30	Emerging	25	Python
58	haydenshively/SoundStream Implementation of SoundStream, an end-to-end neural audio codec	29	Experimental	32	Python
59	bootphon/learnable-strf Learnable STRF, from Riad et al. 2021 JASA	27	Experimental	13	Python
60	santoshd97/Speech_Denoising_with_CNN Removing noise from speech using 1-D & 2-D Convolutional Neural Network (CNN)	26	Experimental	6	Jupyter Notebook
61	Lallapallooza/fast-audiomentations ⚡ Blazing fast audio augmentation in Python, powered by GPU for...	26	Experimental	35	Python
62	matthewmcq/upscalemp3_v2 Mp3 to wav super resolution model for audio restoration & enhancement. U-Net...	25	Experimental	17	Jupyter Notebook
63	goepfert/noise_reduction Audio De-Noiser using a Convolutional Neural Network Architecture built with...	25	Experimental	21	JavaScript
64	tpt-adasp/rt-machine-cpp A C++ framework to build real-time audio ML research prototypes	24	Experimental	11	C++
65	Fewy45/upscalemp3_v2 🎧 Enhance MP3 audio quality by removing compression artifacts with a...	24	Experimental	3	Jupyter Notebook
66	madakkuni/call-recording-cleaner-api AI-powered Azure Function API that removes IVR, silence, music, and...	23	Experimental	1	Python
67	supergeniodelmale/DeepFilterNet_WebUI A simple web UI built in Gradio for audio noise reduction through DeepFilterNet	22	Experimental	6	Python
68	ClementineBerger/DPNMM ICASSP 2025 paper Perceptual Noise-Masking with Music through Deep Spectral...	22	Experimental	6	Python
69	ianrowan/DeepWave A Deep Learning Approach leveraging Transformer style Architectures for...	22	Experimental	22	Python
70	nesl/auritus Auritus: An Open-Source Optimization Toolkit for Training and Development of...	22	Experimental	22	C++
71	dan-k-k/vocal-gate Real-time AI Noise Gate VST3/AU plugin. Removes coughs, sneezes, and other...	22	Experimental	—	C++
72	YasinRezvani/Audio_Denoising_Using_FFT_and_CNN Combines FFT-based filtering with a custom CNN model to denoise audio...	21	Experimental	10	Jupyter Notebook
73	gdalsanto/similarity-metrics-for-rirs Similarity Metrics for Late Reverberation and code for data processing	21	Experimental	10	MATLAB
74	pratapkygo/noiseCancellationCarnaticMusic Various melodic noise filtering techniques viz. Adaptive Noise Cancellation,...	21	Experimental	9	Jupyter Notebook
75	minguinho26/Prefix_AAC_ICASSP2023 Official Implementation of "Prefix tuning for Automated Audio...	21	Experimental	31	Jupyter Notebook
76	Kei1999/adaptive-white-noise 🌊 Enhance focus and privacy with Adaptive White Noise, a smart sound masking...	21	Experimental	—	HTML
77	matthewmcq/cleanfm Implementation of the Dirichlet Kernel Deconvolution algorithm for precise...	20	Experimental	4	C
78	anira-project/anira-rt-principle-check Evaluation of real-time violations of different inference engines and...	19	Experimental	4	Jupyter Notebook
79	ybourdin/sptmod A deep learning model for dynamic range compression modeling. Accompanying...	19	Experimental	9	Python
80	A-SHOJAEI/cross-lingual-phoneme-aware-speech-enhancement-with-adaptive-masking Multi-stage speech enhancement system that leverages cross-lingual phoneme...	19	Experimental	—	Python
81	olilarkin/iPlug2OnnxRuntime ML Audio plug-in example using iPlug2 & ONNX Runtime	18	Experimental	36	Python
82	lottev1991/opencpop-cjke-multidict Quadrilingual, multi-dictionary Diffsinger model trained on the Opencpop dataset.	17	Experimental	1	—
83	Devanik21/Denoising-audio-with-HPF Audio denoising pipeline using Butterworth/Chebyshev HPF (SOS), Wiener...	14	Experimental	—	Python
84	stepanmk/FastTemporalConv Supplementary code for the paper presented at the DAFx20in22 conference in Vienna.	14	Experimental	17	C++
85	athanatos96/Complex-CNN-DeepLab-v3-with-STFT-for-audio-denoising Paper Name: Complex Convolution Neural Network model (Complex DeepLab v3)...	13	Experimental	12	Jupyter Notebook
86	ilias-audio/MatchReverb Match a target Impulse Response with an FDN using Genetic Algorithm	13	Experimental	10	MATLAB
87	MetaSensing-AI/SPL-2024-Incremental-Learning IEEE SPL - Learning Noise Adapters for Incremental Speech Enhancement	11	Experimental	—	—
88	RafaJBZ/Audio-denoising-autoencoder Welcome to Sonic Saviors, where we delve into the realm of noise reduction...	11	Experimental	4	Jupyter Notebook
89	HenryYang001/Active-Noise-Control This is repository to implement some active noise control algorithms on...	10	Experimental	2	MATLAB

Comparisons in this category

audio-data-pytorch and aac-datasets (53 vs 48) audio-data-pytorch and audio-encoders-pytorch (53 vs 47)