Title |
Automatinių muzikos emocijų nustatymo metodų, tinkamų mobiliesiems įrenginiams, tyrimas / |
Translation of Title |
Research of music emotion estimation methods suitable for mobile devices. |
Authors |
Morkūnas, Eimantas |
Full Text |
|
Pages |
36 |
Keywords [eng] |
music emotion recognition ; music information retrieval ; machine learning |
Abstract [eng] |
This work presents a mobile application designed to automatically evaluate music emotion. The application performs evaluation locally and can visualize the results using colors. The estimated emotions can be used to group similar songs into playlists. The thesis reviews approaches to emotion classification, datasets designed for continuous music emotion estimation, and solutions to the problem presented in other works. The investigation portion describes approaches that were tried in search of an optimal model for music emotion recognition. The experiments described in the last section evaluate the accuracy and performance of those approaches. |
Dissertation Institution |
Kauno technologijos universitetas. |
Type |
Master thesis |
Language |
Lithuanian |
Publication date |
2023 |