Audio Event Classification ML Frameworks

Tools and models for classifying sound events and audio signals into predefined categories using deep learning. Includes spectrogram-based CNNs, feature extraction pipelines, and real-time audio detection systems. Does NOT include speech recognition, voice cloning, music genre classification, or general audio processing without classification objectives.

There are 82 audio event classification frameworks tracked. 1 score above 50 (established tier). The highest-rated is aqibsaeed/Urban-Sound-Classification at 51/100 with 523 stars.

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#	Framework	Score	Tier	Stars	Language
1	aqibsaeed/Urban-Sound-Classification Urban sound classification using Deep Learning	51	Established	523	Jupyter Notebook
2	spotify/realbook Easier audio-based machine learning with TensorFlow.	48	Emerging	129	Python
3	ArmDeveloperEcosystem/ml-audio-classifier-example-for-pico ML Audio Classifier Example for Pico 🔊🔥🔔	45	Emerging	70	Jupyter Notebook
4	mimbres/neural-audio-fp Official implementation of Neural Audio Fingerprint (ICASSP 2021)	44	Emerging	203	Python
5	f4exb/morseangel Deep Neural Network for Morse decoding	44	Emerging	106	Jupyter Notebook
6	IliaZenkov/sklearn-audio-classification An in-depth analysis of audio classification on the RAVDESS dataset. Feature...	44	Emerging	79	Jupyter Notebook
7	Emotional-Text-to-Speech/dl-for-emo-tts :computer: :robot: A summary on our attempts at using Deep Learning...	42	Emerging	458	Jupyter Notebook
8	skytells-research/DeepInfant DeepInfant® is a Neural network system designed to predict whether and why...	42	Emerging	88	Python
9	emuell/AFEC Cross platform audio feature extraction and sound classification tool	42	Emerging	29	C++
10	ebouteillon/freesound-audio-tagging-2019 Freesound Audio Tagging 2019	41	Emerging	95	Jupyter Notebook
11	jonnor/machinehearing Machine Learning applied to sound	40	Emerging	288	Jupyter Notebook
12	mnpinto/audiotagging2019 6th place solution to Freesound Audio Tagging 2019 kaggle competition	39	Emerging	25	Python
13	ashishpatel26/Best-Audio-Classification-Resources-with-Deep-learning List of articles related to deep learning applied to music	38	Emerging	99	TeX
14	Anwarvic/CNN-for-Raw-Waveforms This is my PyTorch implementation of the "Very Deep Convolutional Neural...	37	Emerging	17	Jupyter Notebook
15	grausof/keras-sincnet Keras (tensorflow) implementation of SincNet (Mirco Ravanelli, Yoshua Bengio...	37	Emerging	75	Python
16	RAMshades/AcousticsML Tutorial on using machine learning for acoustics. This tutorial covers a...	37	Emerging	119	Jupyter Notebook
17	theadamsabra/LearningfromAudio Understand of the fundamentals of digital signal processing for Machine...	36	Emerging	88	Jupyter Notebook
18	gitmehrdad/FACE Urban Sound Annotation and Classification	35	Emerging	8	Jupyter Notebook
19	meil-brcas-org/soundscape_IR An open toolbox of soundscape information retrieval	35	Emerging	39	Python
20	jonnor/ESC-CNN-microcontroller Environmental Sound Classification on Microcontrollers using Convolutional...	35	Emerging	106	Jupyter Notebook
21	abishek-as/Audio-Classification-Deep-Learning We'll look into audio categorization using deep learning principles like...	34	Emerging	56	Jupyter Notebook
22	ravising-h/Urbansound8k Sound Classification using Librosa, ffmpeg, CNN, Keras, XGBOOST, Random Forest.	34	Emerging	74	Jupyter Notebook
23	SrijanShovit/CrySense An ML project aimed at helping parents detect the reason of their cute babies' cry!!	33	Emerging	21	Jupyter Notebook
24	tomfran/urban-sound-classification UrbanSound8K dataset classification using MLP and CNN	33	Emerging	11	Jupyter Notebook
25	andrewyurick/gunshot_recognition Gun Model Recognition From Gunshot Audio Project	31	Emerging	16	Python
26	ChrisNick92/deep-audio-fingerprinting A repository for my MSc thesis in Data Science & Machine Learning @ NTUA. A...	31	Emerging	50	Jupyter Notebook
27	javadibrahimli/Urban-Noise-Classification-ML This project classifies urban noise using machine learning models such as...	31	Emerging	4	Jupyter Notebook
28	HassanMahmoodKhan/Urban-Sound-Classification-using-Convolutional-Neural-Networks Application of a convolutional neural network (CNN) to accurately classify...	31	Emerging	4	Jupyter Notebook
29	aaaastark/Acoustic-Communication-Mimicking-Sea Acoustic Communication Underwater Mimicking Sea Classification by Multiscale...	31	Emerging	4	—
30	enstit/YOHO24 A neural network model for Audio Segmentation and Sound Event Detection...	30	Emerging	2	Jupyter Notebook
31	AdityaDutt/Audio-Classification-Using-Wavelet-Transform Classifying audio using Wavelet transform and deep learning	30	Emerging	35	Python
32	pranavgupta2603/UrbanSound8k-MelSpectrogram The GitHub repository focuses on transforming audio files into...	30	Emerging	2	Jupyter Notebook
33	drscotthawley/ml-audio-start Suggestions for those interested in developing audio applications of machine...	30	Emerging	206	—
34	matlab-deep-learning/Convert-librosa-Audio-Feature-Extraction-To-MATLAB Convert librosa Audio Feature Extraction To MATLAB	30	Emerging	2	MATLAB
35	omarmhaimdat/SoundClassifier Building a Sound Classification iOS Application using AI	30	Emerging	19	Jupyter Notebook
36	Friedrich-M/Audio-signal-classification-and-identification 基于梅尔频谱的信号分类和识别	29	Experimental	23	Python
37	RobertoAlessandri/CNN_DOA Test of the ability of a Convolutional Neural Network (CNN) trained to...	29	Experimental	18	Jupyter Notebook
38	goepfert/audio_features Speech Recognition and Voice Activity Detection using a Convolutional Neural...	28	Experimental	13	JavaScript
39	aabalke/drum-audio-classifier Classify Drum audio samples through the use of Artifical Intelligence /...	28	Experimental	22	Jupyter Notebook
40	acen20/cnn-tf-keras-audio-classification Feature extraction from sound signals along with complete CNN model and...	28	Experimental	10	Jupyter Notebook
41	magdalenafuentes/urbansas Urban Sound & Sight dataset and baseline	28	Experimental	8	Jupyter Notebook
42	ByteBard58/UrbanEcho A ML classifier which predicts urban sound types from .wav files using a...	26	Experimental	3	Jupyter Notebook
43	trunglee17/Monitoring-Baby-System-based-on-Deep-Learning Baby Monitoring System was trained with LSTM network	26	Experimental	18	Python
44	koushikvikram/speech-recognition-deep-learning 🧑‍🎤🖥️📜A demonstration of using deep learning to classify audio data....	25	Experimental	8	Jupyter Notebook
45	SamirElgehiny/baby-cry-analysis baby cry analysis to identify the reason behind baby's cry	25	Experimental	3	Jupyter Notebook
46	zakaria76al/USC The official implementation of the paper "A spatio-temporal deep learning...	24	Experimental	31	Python
47	Sanskruti-K/Auto-Baby-Cry-Detection-with-Music-Player Domain: Machine Learning	24	Experimental	3	Python
48	kbhujbal/SudarshanChakra-acoustic_uav_threat_detection_CNN 🔇 A production-grade deep learning system for real-time drone/UAV detection...	23	Experimental	8	Python
49	DrStef/Deep-Learning-and-Digital-Signal-Processing-for-Environmental-Sound-Classification Automatic environmental sound classification (ESC) based on ESC-50 dataset...	23	Experimental	10	Jupyter Notebook
50	mariamkhmahran/gunshot-detection-system This repository contains the Python code for a audio classification system...	23	Experimental	14	Jupyter Notebook
51	jaynilpatel/audio-classifier music/speech classification by using discrete fourier transform and cnn	23	Experimental	3	Jupyter Notebook
52	rezapace/Machine-Learning-Sound-Detection Welcome to the Machine Learning Detection Sound project! This project...	22	Experimental	6	Jupyter Notebook
53	gabrielcnb/hair-audio-classifier Flask ML API that classifies hair characteristics from audio features using...	22	Experimental	—	Python
54	NikolozDarsalia/AI_Music_Detection A digital forensics pipeline designed to robustly distinguish between...	22	Experimental	—	Jupyter Notebook
55	CrispenGari/torch-audio 🎶🎼 This repository contains some notebooks that were used to train Audio...	21	Experimental	3	Jupyter Notebook
56	JulianLee310514065/AICUP_audio_2023 AICUP 多模態病理嗓音分類競賽 2023	20	Experimental	6	Jupyter Notebook
57	jackaduma/audio_classification_models.pytorch audio/voice classification in pytorch implementations	20	Experimental	5	—
58	skcript/sound-classifier Deep Learning model to identify common sounds and noises	20	Experimental	8	—
59	Sayed-Hossein-Hosseini/Audio_Classification_Using_CNNs Audio classification can be performed by converting audio streams into...	20	Experimental	3	Jupyter Notebook
60	xieh97/language-based-audio-retrieval List of academic resources on Language-Based Audio Retrieval	20	Experimental	2	—
61	romanyshyn-natalia/english-accents-classification Signal Processing Course project	20	Experimental	8	Jupyter Notebook
62	ialexmp/Drum-Sound-Classifier This project explores the use of deep learning models, particularly CNNs, to...	19	Experimental	4	Jupyter Notebook
63	AryaKoureshi/audio-note-classification-rnn Automated classification of musical notes from short WAV recordings Using...	19	Experimental	2	Jupyter Notebook
64	matvogel/SLID-on-Microcontrollers Speech Classification using a Convolutional Neural Network running on a...	19	Experimental	4	C
65	AmirHosseinSoleymani/Speech-Classification-CNN-8k-urbansound This repository contains a Convolutional Neural Network (CNN) model for...	18	Experimental	2	Jupyter Notebook
66	Sushitrashhhh/AudioCNN A web-based tool for analyzing how Convolutional Neural Networks classify...	15	Experimental	—	TypeScript
67	vmgit0/Infant-Cry-Analysis-and-Prediction End-to-end ML system for infant cry classification using MFCC features and...	14	Experimental	—	Jupyter Notebook
68	berayboztepe/AVESA An approach for recognizing the sound environment class from a video to...	14	Experimental	—	—
69	Florielle05/speech-command-recognition-ml Machine learning project for speech command recognition using MFCC features,...	13	Experimental	—	Jupyter Notebook
70	muradmuzaffar/Global-AI-Hub-Project Urban sounds classification model with CNN algorithm	12	Experimental	5	Jupyter Notebook
71	tahangz/Audio-Classification-with-CNN This project leverages Convolutional Neural Networks (CNNs) to perform...	12	Experimental	4	Jupyter Notebook
72	curlsloth/Capstone_AcousticEnvironment-DeepNeuralNet Deep neural network model combining audio signal processing and pre-trained...	12	Experimental	8	Jupyter Notebook
73	FatimaALzahrani/Quranic-Maqam-Classification-using-Deep-Learning This project develops a Quranic maqam classification system using Deep...	11	Experimental	3	CSS
74	LorenzoMainetti/tinyML-for-wood-borers Master's Thesis: "Acoustic Identification of Wood-Boring Insects with TinyML".	11	Experimental	3	C
75	aogdrummond/soundfields_integrated_tool Acoustics project for application of Deep Learning, integrating a sample's...	11	Experimental	3	—
76	WoXy-Sensei/audio-classification-project Hey there! Welcome to my Deep Learning Sound Classification Project. This...	11	Experimental	—	PureBasic
77	Grashopr-888/A-comparative-study-of-Transfer-Learning-for-Drum-audio-Style-Classification- ISMIR LBD submission based on MSc. Media Technology thesis - Probing the...	11	Experimental	2	Jupyter Notebook
78	hairullana/darbuka-tone-identification Darbuka Tone Identification Using MFCC, Onset Detection, KNN with Django Framework	11	Experimental	3	SCSS
79	HayatiYrtgl/audio_classification_with_ann Ann for Audio classification.	11	Experimental	—	Jupyter Notebook
80	TanmayBansa1/CNN-Audio-Classifier CNN built from scratch to classify audio files. Trained on the ESC-50...	11	Experimental	2	TypeScript
81	harshgupta1810/Audio_Classification- This project is an implementation of audio classification using...	11	Experimental	3	Jupyter Notebook
82	Amir-Hofo/Speech_commands_Classification In this notebook, we aim to recognize speech commands using classification....	10	Experimental	2	Jupyter Notebook