ホウチン テルヒサ
Teruhisa Hochin
寶珍 輝尚 所属 追手門学院大学 理工学部 情報工学科 職種 教授 |
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言語種別 | 英語 |
発行・発表の年月 | 2015 |
形態種別 | 外国学術誌(その他) |
査読 | 査読あり |
標題 | An Emotional Scene Retrieval Framework for Lifelog Videos Using Ensemble Clustering. |
執筆形態 | 共著・編著(代表編著を除く) |
掲載誌名 | International Journal of Software Innovation |
掲載区分 | 国外 |
出版社・発行元 | IGI Global |
巻・号・頁 | 3(3),pp.1-13 |
担当区分 | 最終著者 |
著者・共著者 | Hiroki Nomiya,Atsushi Morikuni,Teruhisa Hochin |
概要 | <jats:p>A lifelog video retrieval framework is proposed for the better utilization of a large amount of lifelog video data. The proposed method retrieves emotional scenes such as the scenes in which a person in the video is smiling, considering that a certain important event could happen in most of emotional scenes. The emotional scene is detected on the basis of facial expression recognition using a wide variety of facial features. The authors adopt an unsupervised learning approach called ensemble clustering in order to recognize the facial expressions because supervised learning approaches require sufficient training data, which make it quite troublesome to apply to large-scale video databases. The retrieval performance of the proposed method is evaluated by means of an emotional scene detection experiment from the viewpoints of accuracy and efficiency. In addition, a prototype retrieval system is implemented based on the proposed emotional scene detection method.</jats:p> |
PermalinkURL | https://dblp.uni-trier.de/db/journals/ijsinnov/ijsinnov3.html#NomiyaMH15 |