A survey of evaluation in music genre recognition

BL Sturm - International Workshop on Adaptive Multimedia …, 2012 - Springer
Much work is focused upon music genre recognition (MGR) from audio recordings, symbolic
data, and other modalities. While reviews have been written of some of this work before, no …

Improving mood classification in music digital libraries by combining lyrics and audio

X Hu, JS Downie - Proceedings of the 10th annual joint conference on …, 2010 - dl.acm.org
Mood is an emerging metadata type and access point in music digital libraries (MDL) and
online music repositories. In this study, we present a comprehensive investigation of the …

Multimodal music information processing and retrieval: Survey and future challenges

F Simonetta, S Ntalampiras… - … workshop on multilayer …, 2019 - ieeexplore.ieee.org
Towards improving the performance in various music information processing tasks, recent
studies exploit different modalities able to capture diverse aspects of music. Such modalities …

[PDF][PDF] Lyrics-based analysis and classification of music

M Fell, C Sporleder - Proceedings of COLING 2014, the 25th …, 2014 - aclanthology.org
We present a novel approach for analysing and classifying lyrics, experimenting both with
ngram models and more sophisticated features that model different dimensions of a song …

Lyrics-based music genre classification using a hierarchical attention network

A Tsaptsinos - arXiv preprint arXiv:1707.04678, 2017 - arxiv.org
Music genre classification, especially using lyrics alone, remains a challenging topic in
Music Information Retrieval. In this study we apply recurrent neural network models to …

Song lyrics have become simpler and more repetitive over the last five decades

E Parada-Cabaleiro, M Mayerl, S Brandl, M Skowron… - Scientific Reports, 2024 - nature.com
Music is ubiquitous in our everyday lives, and lyrics play an integral role when we listen to
music. The complex relationships between lyrical content, its temporal evolution over the last …

Music genre classification with transformer classifier

Y Zhuang, Y Chen, J Zheng - Proceedings of the 2020 4th international …, 2020 - dl.acm.org
Music Genre Classification is a significant and practical field of Music Information Retrieval.
Deep learning is increasingly being applied to Music Genre Classification for two main …

[PDF][PDF] Musical genre classification by ensembles of audio and lyrics features

R Mayer, A Rauber - Proceedings of international conference on …, 2011 - ismir2011.ismir.net
Algorithms that can understand and interpret characteristics of music, and organise them for
and recommend them to their users can be of great assistance in handling the ever growing …

Predicting song genre with deep learning

A Marijić, MB Babac - Global Knowledge, Memory and …, 2023 - emerald.com
Purpose Genre classification of songs based on lyrics is a challenging task even for
humans, however, state-of-the-art natural language processing has recently offered …

[PDF][PDF] Evaluating the Genre Classification Performance of Lyrical Features Relative to Audio, Symbolic and Cultural Features.

C McKay, JA Burgoyne, J Hockman, JBL Smith… - ISMIR, 2010 - ismir2010.ismir.net
This paper describes experimental research investigating the genre classification utility of
combining features extracted from lyrical, audio, symbolic and cultural sources of musical …