Implicit video emotion tagging from audiences' facial expression

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)
ID: 605447373
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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 
856 4 0 |u https://doi.org/10.1007/s11042-013-1830-0  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
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