EmoBGM: Estimating sound's emotion for creating slideshows with suitable BGM

Cedric Konan, Hirohiko Suwa, Yutaka Arakawa, Keiichi Yasumoto

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

抄録

This paper presents a study about estimating the emotions conveyed in clips of background music (BGM) to be used in an automatic slideshow creation system. The system we aimed to develop, automatically tags each given pieces of background music with the main emotion it conveys, in order to recommend the most suitable music clip to the slideshow creators, based on the main emotions of embedded photos. As a first step of our research, we developed a machine learning model to estimate the emotions conveyed in a music clip and achieved 88% classification accuracy with cross-validation technique. The second part of our work involved developing a web application using Microsoft Emotion API to determine the emotions in photos, so the system can find the best candidate music for each photo in the slideshow. 16 users rated the recommended background music for a set of photos using a 5-point likert scale and we achieved an average rate of 4.1, 3.6 and 3.0 for the photo sets 1, 2, and 3 respectively of our evaluation task.

本文言語英語
ホスト出版物のタイトル2017 IEEE International Conference on Pervasive Computing and Communications Workshops, PerCom Workshops 2017
出版社Institute of Electrical and Electronics Engineers Inc.
ページ351-356
ページ数6
ISBN(電子版)9781509043385
DOI
出版ステータス出版済み - 5 2 2017
外部発表はい
イベント2017 IEEE International Conference on Pervasive Computing and Communications Workshops, PerCom Workshops 2017 - Kona, Big Island, 米国
継続期間: 3 13 20173 17 2017

出版物シリーズ

名前2017 IEEE International Conference on Pervasive Computing and Communications Workshops, PerCom Workshops 2017

会議

会議2017 IEEE International Conference on Pervasive Computing and Communications Workshops, PerCom Workshops 2017
国/地域米国
CityKona, Big Island
Period3/13/173/17/17

All Science Journal Classification (ASJC) codes

  • コンピュータ ネットワークおよび通信
  • コンピュータ サイエンスの応用

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