Implicit video emotion tagging from audiences' facial expression
Gespeichert in:
Verfasser / Beitragende:
[Shangfei Wang, Zhilei Liu, Yachen Zhu, Menghua He, Xiaoping Chen, Qiang Ji]
Ort, Verlag, Jahr:
2015
Enthalten in:
Multimedia Tools and Applications, 74/13(2015-07-01), 4679-4706
Format:
Artikel (online)
Online Zugang:
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| 024 | 7 | 0 | |a 10.1007/s11042-013-1830-0 |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s11042-013-1830-0 | ||
| 245 | 0 | 0 | |a Implicit video emotion tagging from audiences' facial expression |h [Elektronische Daten] |c [Shangfei Wang, Zhilei Liu, Yachen Zhu, Menghua He, Xiaoping Chen, Qiang Ji] |
| 520 | 3 | |a In this paper, we propose a novel implicit video emotion tagging approach by exploring the relationships between videos' common emotions, subjects' individualized emotions and subjects' outer facial expressions. First, head motion and face appearance features are extracted. Then, the spontaneous facial expressions of subjects are recognized by Bayesian networks. After that, the relationships between the outer facial expressions, the inner individualized emotions and the video's common emotions are captured by another Bayesian network, which can be used to infer the emotional tags of videos. To validate the effectiveness of our approach, an emotion tagging experiment is conducted on the NVIE database. The experimental results show that head motion features improve the performance of both facial expression recognition and emotion tagging, and that the captured relations between the outer facial expressions, the inner individualized emotions and the common emotions improve the performance of common and individualized emotion tagging. | |
| 540 | |a Springer Science+Business Media New York, 2014 | ||
| 690 | 7 | |a Implicit emotion tagging |2 nationallicence | |
| 690 | 7 | |a Expression recognition |2 nationallicence | |
| 690 | 7 | |a Emotion inference |2 nationallicence | |
| 700 | 1 | |a Wang |D Shangfei |u Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, 230027, Anhui, People's Republic of China |4 aut | |
| 700 | 1 | |a Liu |D Zhilei |u Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, 230027, Anhui, People's Republic of China |4 aut | |
| 700 | 1 | |a Zhu |D Yachen |u Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, 230027, Anhui, People's Republic of China |4 aut | |
| 700 | 1 | |a He |D Menghua |u Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, 230027, Anhui, People's Republic of China |4 aut | |
| 700 | 1 | |a Chen |D Xiaoping |u Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, 230027, Anhui, People's Republic of China |4 aut | |
| 700 | 1 | |a Ji |D Qiang |u Department of Electrical, Computer, and Systems Engineering, Rensselaer Polytechnic Institute, 12180, Troy, NY, USA |4 aut | |
| 773 | 0 | |t Multimedia Tools and Applications |d Springer US; http://www.springer-ny.com |g 74/13(2015-07-01), 4679-4706 |x 1380-7501 |q 74:13<4679 |1 2015 |2 74 |o 11042 | |
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| 900 | 7 | |a Metadata rights reserved |b Springer special CC-BY-NC licence |2 nationallicence | |
| 908 | |D 1 |a research-article |2 jats | ||
| 949 | |B NATIONALLICENCE |F NATIONALLICENCE |b NL-springer | ||
| 950 | |B NATIONALLICENCE |P 856 |E 40 |u https://doi.org/10.1007/s11042-013-1830-0 |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Wang |D Shangfei |u Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, 230027, Anhui, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Liu |D Zhilei |u Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, 230027, Anhui, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Zhu |D Yachen |u Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, 230027, Anhui, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a He |D Menghua |u Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, 230027, Anhui, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Chen |D Xiaoping |u Key Lab of Computing and Communication Software of Anhui Province School of Computer Science and Technology, University of Science and Technology of China Hefei, 230027, Anhui, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Ji |D Qiang |u Department of Electrical, Computer, and Systems Engineering, Rensselaer Polytechnic Institute, 12180, Troy, NY, USA |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Multimedia Tools and Applications |d Springer US; http://www.springer-ny.com |g 74/13(2015-07-01), 4679-4706 |x 1380-7501 |q 74:13<4679 |1 2015 |2 74 |o 11042 | ||