Creating a visual music interface via emotion detection
In this technological age, the number of digital music files inside personal computers is expanding at an exponential rate. Furthermore, with the growing market of portable digital audio players, music is now easily accessible to the general public. However, there is one group of people that is the...
Saved in:
Main Author: | |
---|---|
Other Authors: | |
Format: | Final Year Project |
Language: | English |
Published: |
2010
|
Subjects: | |
Online Access: | http://hdl.handle.net/10356/40235 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
Summary: | In this technological age, the number of digital music files inside personal computers is expanding at an exponential rate. Furthermore, with the growing market of portable digital audio players, music is now easily accessible to the general public. However, there is one group of people that is the deaf who are unable to find a satisfying audio player that allows them to appreciate music in a meaningful way.
Music classification based on moods, plays an important part in multimedia applications. It allows the user to easily find what songs they really want in the huge library of music and how to effectively manage the music database in today modern society. By exploiting the use of short-time analysis techniques together with the Support Vector Machine Classifier, it is possible to classify music based on emotions.
Besides classifying music based on emotions, another area of concern is to express the emotion of the songs via colours and images. In order to achieve this, pictures of virtual humans are used to express the emotion of the songs. This is achievable via the manipulation of lighting parameters (colours and intensity) and filter parameters (hue, saturation and brightness).
In this project, an attempt is made to integrate these two different methods in order to design a music appreciation system that provides the listener with the opportunity to see the music visually in terms of lyrics, colours, images, frequency and time domain plots of the song’s signal. Through a more in-depth understanding of the content and context of the songs, the deaf will be able to appreciate their music in an exciting new way whereby emotions of the songs can be easily detected and expressed. |
---|