iidarkknightii/cs221-audio-tagging

This is a repo for CS221 Audio Tagging Project.

CS221-Audio-Tagging

This is a repo for CS221 Audio Tagging Project.

DATA

IRMAS

Some articles that might be useful:

IRMAS Website with a paper and a Phd thesis

Freesound General-Purpose Audio Tagging Challenge

Types of classification algorithms in Machine Learning

Autotags

How to teach Neural Networks to detect everyday sounds

Sound Classification

Handy Libraries

Librosa

fasst for audio source seperation

Reference:

Name	Link	With Paper	With Code	Methods Used
A Comparison of Sound Segregation Techniques for Predominant Instrument Recognition in Musical Audio Signals	http://ismir2012.ismir.net/event/papers/559_ISMIR_2012.pdf	Yes	No
Instrument-Classification-of-IRMAS-Dataset	https://github.com/iooops/Instrument-Classification-of-IRMAS-Dataset	Yes	Yes	Bagging, Random Forest, Decision Tree Classifier, Naive Bayes, K nearest neighbours
A Single Predominant Instrument Recognition of Polyphonic Music Using CNN-based Timbre Analysis	https://www.sciencepubco.com/index.php/ijet/article/view/19388	Yes	No	CNN
Automatic Instrument Identification in Polyphonic Music	https://github.com/glennq/instrument-recognition	Yes	Yes	CNN
Deep convolutional neural networks for predominant instrument recognition in polyphonic music	https://arxiv.org/pdf/1605.09507.pdf	Yes	No	CNN
General-purpose Tagging Of Freesound Audio With Audioset Labels	https://arxiv.org/pdf/1807.09902.pdf	Yes	No	CNN
Audio Tagging With Connectionist Temporal Classification Model Using Sequential Labelled Data	https://arxiv.org/abs/1808.01935	Yes	No	CRNN, CTC
End-to-end learning for music audio tagging at scale	http://www.jordipons.me/apps/music-audio-tagging-at-scale-demo/	Yes	Yes	CNN
Automatic Tagging of Audio: The State-of-the-Art	http://tbertinmahieux.com/Papers/machineaudition10.pdf	Yes	No	SVM, Boosting, Gaussian mixture, HGMM
Music Auto-Tagger	https://github.com/keunwoochoi/music-auto_tagging-keras#credits	Yes	Yes	CNN, CRNN
Kaggle - Freesound General-Purpose Audio Tagging Challenge	https://github.com/sainathadapa/kaggle-freesound-audio-tagging	Yes	Yes	MobileNetV2?
A Survey of Sound Classification Using Classic Methods and Deep Learning	https://web.stanford.edu/class/cs221/2018/restricted/posters/franalli/poster.pdf	Yes(poster)	No	KNN, SVM, Random Forest, CNN
Urban Sound Classification	https://github.com/aqibsaeed/Urban-Sound-Classification	Yes	Yes	CNN