Enabling Embodied Analogies in Intelligent Music Systems

11/30/2017
by   Fabio Paolizzo, et al.
0

The present methodology is aimed at cross-modal machine learning and uses multidisciplinary tools and methods drawn from a broad range of areas and disciplines, including music, systematic musicology, dance, motion capture, human-computer interaction, computational linguistics and audio signal processing. Main tasks include: (1) adapting wisdom-of-the-crowd approaches to embodiment in music and dance performance to create a dataset of music and music lyrics that covers a variety of emotions, (2) applying audio/language-informed machine learning techniques to that dataset to identify automatically the emotional content of the music and the lyrics, and (3) integrating motion capture data from a Vicon system and dancers performing on that music.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/29/2019

Multilabel Automated Recognition of Emotions Induced Through Music

Achieving advancements in automatic recognition of emotions that music c...
research
04/06/2023

Automatic Detection of Reactions to Music via Earable Sensing

We present GrooveMeter, a novel system that automatically detects vocal ...
research
06/09/2016

The "Horse" Inside: Seeking Causes Behind the Behaviours of Music Content Analysis Systems

Building systems that possess the sensitivity and intelligence to identi...
research
11/08/2019

Automatic Identification of Traditional Colombian Music Genres based on Audio Content Analysis and Machine Learning Technique

Colombia has a diversity of genres in traditional music, which allows to...
research
12/10/2018

Impact of Intervals on the Emotional Effect in Western Music

Every art form ultimately aims to invoke an emotional response over the ...
research
11/16/2018

Generating Albums with SampleRNN to Imitate Metal, Rock, and Punk Bands

This early example of neural synthesis is a proof-of-concept for how mac...
research
11/28/2019

Machine learning for music genre: multifaceted review and experimentation with audioset

Music genre classification is one of the sub-disciplines of music inform...

Please sign up or login with your details

Forgot password? Click here to reset